“Bivariate regression” refers to regression models with two variables, a \(Y\) variable (“dependent variable” or “outcome”) and a single \(X\) variable (“independent variable”)
“Multivariate regression” refers to regression models with a \(Y\) variable and two or more \(X\) variables
This lecture – which we will teach over several weeks – teaches the fundamental concepts of bivariate regression. All of these concepts will be the same when we move on to multivariate regression in the subsequent lecture
SCORECARD DATA
IPEDS DATA
DECISION
# uncomment below line to remove all objects
#rm(list = ls())
# Libraries
#install.packages('tidyverse') # if you haven't installed already
#install.packages('labelled') # if you haven't installed already
#install.packages('patchwork') # if you haven't installed already
library(tidyverse) # load tidyverse package
library(labelled) # load labelled package package
library(patchwork)
##########
########## TENNESSEE STAR DATA
##########
# load star data
load(file = url('https://github.com/anyone-can-cook/educ152/raw/main/data/star/star_panel_data.RData'))
#df_star_panel %>% glimpse()
# create data frame for STAR experiment, keeping only kindergarten
df_stark <- df_star_panel %>%
# keep only kindergarten year
filter(grade ==1) %>%
# keep only observations with non-missing value for reading score
filter(!is.na(read)) %>%
# keep only observations with non-missing values for treatment assignment
filter(!is.na(star)) %>%
# drop observations where treatment status is regular+aide
filter(star !=3) %>%
# keep selected variables
select(id,grade,star,read,gender,ethnicity,lunch,school,degree,experience) %>%
# create a variable "treatment" that equals 1 if student receives treatment (small class) and equals 0 otherwise
mutate(
treatment = if_else(star==2,1,0)
)
df_stark %>% glimpse()
#> Rows: 3,745
#> Columns: 11
#> $ id <dbl+lbl> 943, 986, 1915, 2020, 2130, 3053, 3219, 3455, 3821, 4273, 4377, 4564, 4779, 5022, 5091, 5570, 6013, 6071, 6095, 6137, 6194, 6211, 6232, 6320, 6331, 6341, 6364, 6371, 6402, 6449, 6506, 6545, 6560, 6582, 6602, 6671, 6722, 6793, 6800, 6811, 6945, 6985, 7053, 7139, 7183, 7217, 7274, 7296, 7315, 7330, 7354, 7377, 7396, 7417, 7442, 7493, 7504, 7518, 7551, 7573, 7583, 7592, 7603, 7649, 7669, 7684, 7696, 7761, 7794, 7866, 7876, 7900, 7990, 8010, 8034, 8044, 8086, 8103, 8108, 8123, 8168, 8176, 8206, 8232, 8261, 8326, 8355, 8432, 8448, 8530, 8574, 8584, 8652, 8712, 8729, 8761, 8769, 8789, 8904, 8968, 8991, 9023, 9064, 9119, 9131, 9231, 9256, 9266, 9289, 9299, 9360, 9416, 9493, 9529, 9540, 9547, 9591, 9672, 9727, 9759, 9789, 9844, 9883, 9894, 10030, 10044, 10064, 10108, 10156, 10210, 10223, 10242, 10251, 10306, 10328, 10342, 10364, 10432, 10481, 10508, 10596, 10641, 10648, 10702, 10724, 10740, 10791, 10844, 10889, 10900, 10913, 10936, 10969, 10980, 10991, 11004, 11014, 11033, 11047, 11055, 11080, 11092, 11119, 11135, 11147, 11167, 11189, 11223, 11234, 11239, 11283, 11329, 11378, 11405, 11444, 11453, 11518, 11537, 11587, 7, 16, 42, 51, 86, 95, 105, 154, 205, 226, 242, 250, 339, 428, 434, 470, 538, 556, 682, 691, 722, 737, 791, 822, 863, 877, 891, 900, 908, 924, 930, 947, 955, 1023, 1035, 1048, 1053, 1092, 1144, 1155, 1175, 1254, 1266, 1320, 1368, 1380, 1402, 1414, 1422, 1498, 1508, 1548, 1577, 1634, 1641, 1678, 1697, 1714, 1835, 1932, 1942, 1956, 1964, 1976, 2051, 2162, 2179, 2262, 2308, 2324, 2331, 2366, 2450, 2513, 2556, 2564, 2575, 2601, 2610, 2665, 2751, 2762, 2820, 2830, 2844, 2864, 2900, 2973, 2984, 3041, 3049, 3062, 3078, 3121, 3130, 3142, 3167, 3200, 3223, 3240, 3262, 3322, 3331, 3351, 3400, 3486, 3498, 3519, 3577, 3599, 3632, 3643, 3664, 3718, 3731, 3763, 3794, 3807, 3941, 3955, 3973, 3988, 4097, 4109, 4132, 4182, 4242, 4299, 4348, 4361, 4461, 4485, 4507, 4543, 4585, 4606, 4616, 4654, 4665, 4695, 4709, 4762, 4830, 4850, 4873, 4938, 5031, 5069, 5120, 5129, 5141, 5194, 5229, 5271, 5281, 5327, 5346, 5397, 5429, 5528, 5550, 5574, 5592, 5642, 5721, 5729, 5762, 5797, 5898, 5919, 5929, 5941, 5953, 5976, 6003, 6009, 6014, 6015, 6016, 6020, 6026, 6027, 6030, 6037, 6040, 6044, 6046, 6047, 6048, 6054, 6058, 6061, 6069, 6070, 6074, 6075, 6079, 6080, 6081, 6084, 6085, 6088, 6089, 6092, 6097, 6101, 6103, 6114, 6116, 6121, 6125, 6127, 6131, 6136, 6138, 6143, 6147, 6149, 6150, 6152, 6153, 6158, 6167, 6169, 6174, 6176, 6182, 6183, 6187, 6191, 6196, 6198, 6202, 6204, 6206, 6208, 6213, 6217, 6219, 6223, 6234, 6235, 6236, 6240, 6243, 6245, 6247, 6249, 6250, 6255, 6257, 6262, 6264, 6265, 6268, 6271, 6273, 6274, 6275, 6278, 6282, 6287, 6288, 6290, 6292, 6294, 6296, 6297, 6299, 6301, 6304, 6314, 6316, 6322, 6327, 6328, 6329, 6333, 6334, 6336, 6339, 6340, 6343, 6346, 6352, 6366, 6369, 6373, 6375, 6382, 6383, 6384, 6386, 6388, 6390, 6391, 6393, 6394, 6398, 6400, 6406, 6408, 6414, 6419, 6421, 6431, 6433, 6437, 6443, 6447, 6450, 6452, 6453, 6454, 6458, 6459, 6461, 6464, 6466, 6471, 6472, 6475, 6476, 6477, 6478, 6480, 6492, 6494, 6496, 6498, 6499, 6501, 6503, 6508, 6512, 6514, 6515, 6517, 6518, 6519, 6521, 6531, 6533, 6535, 6536, 6539, 6541, 6543, 6546, 6549, 6552, 6553, 6554, 6555, 6557, 6561, 6563, 6565, 6572, 6575, 6576, 6583, 6585, 6587, 6599, 6608, 6611, 6615, 6619, 6620, 6625, 6627, 6628, 6629, 6631, 6633, 6634, 6637, 6650, 6652, 6658, 6661, 6664, 6666, 6669, 6675, 6683, 6685, 6686, 6694, 6695, 6696, 6697, 6700, 6705, 6706, 6713, 6714, 6715, 6717, 6718, 6719, 6724, 6732, 6733, 6734, 6736, 6739, 6741, 6746, 6748, 6751, 6758, 6761, 6766, 6772, 6773, 6775, 6776, 6777, 6788, 6794, 6797, 6799, 6801, 6802, 6803, 6812, 6814, 6816, 6817, 6819, 6820, 6822, 6829, 6835, 6847, 6848, 6852, 6859, 6870, 6872, 6873, 6875, 6883, 6887, 6889, 6894, 6900, 6904, 6906, 6908, 6915, 6916, 6918, 6920, 6926, 6936, 6937, 6940, 6942, 6943, 6944, 6946, 6947, 6948, 6951, 6952, 6955, 6956, 6960, 6962, 6963, 6968, 6969, 6970, 6974, 6978, 6983, 6987, 6989, 6994, 6996, 7000, 7004, 7006, 7007, 7012, 7018, 7023, 7024, 7034, 7039, 7044, 7045, 7057, 7060, 7063, 7067, 7075, 7087, 7089, 7091, 7092, 7098, 7100, 7101, 7115, 7116, 7125, 7129, 7130, 7132, 7137, 7138, 7140, 7141, 7156, 7159, 7161, 7168, 7174, 7175, 7180, 7182, 7184, 7185, 7186, 7187, 7189, 7191, 7194, 7195, 7197, 7201, 7202, 7205, 7210, 7213, 7218, 7220, 7221, 7223, 7226, 7228, 7229, 7234, 7236, 7237, 7239, 7241, 7243, 7245, 7250, 7251, 7256, 7258, 7259, 7260, 7265, 7273, 7279, 7284, 7288, 7293, 7294, 7295, 7297, 7300, 7305, 7306, 7309, 7311, 7317, 7328, 7329, 7332, 7339, 7340, 7341, 7342, 7345, 7348, 7350, 7352, 7353, 7355, 7360, 7365, 7375, 7381, 7386, 7387, 7389, 7391, 7392, 7393, 7395, 7397, 7401, 7402, 7408, 7409, 7410, 7411, 7414, 7416, 7420, 7421, 7422, 7424, 7426, 7430, 7433, 7435, 7439, 7440, 7447, 7448, 7465, 7469, 7471, 7478, 7479, 7482, 7490, 7498, 7500, 7501, 7502, 7506, 7511, 7514, 7516, 7526, 7530, 7532, 7535, 7537, 7539, 7542, 7544, 7545, 7548, 7552, 7553, 7554, 7555, 7562, 7564, 7565, 7579, 7585, 7586, 7590, 7591, 7594, 7598, 7602, 7607, 7608, 7616, 7619, 7623, 7627, 7629, 7638, 7639, 7641, 7642, 7644, 7646, 7648, 7659, 7662, 7664, 7666, 7668, 7673, 7677, 7680, 7688, 7691, 7694, 7695, 7700, 7703, 7712, 7713, 7716, 7723, 7724, 7731, 7732, 7733, 7740, 7743, 7750, 7753, 7756, 7760, 7766, 7767, 7771, 7776, 7777, 7778, 7779, 7782, 7785, 7787, 7793, 7801, 7803, 7804, 7806, 7807, 7811, 7815, 7822, 7831, 7832, 7835, 7837, 7838, 7839, 7840, 7847, 7856, 7859, 7862, 7865, 7872, 7873, 7874, 7877, 7883, 7890, 7897, 7899, 7901, 7905, 7906, 7907, 7908, 7909, 7910, 7913, 7915, 7924, 7927, 7929, 7930, 7934, 7939, 7940, 7943, 7945, 7946, 7947, 7951, 7956, 7960, 7961, 7965, 7973, 7974, 7975, 7985, 7994, 7998, 8000, 8001, 8002, 8006, 8014, 8023, 8024, 8029, 8030, 8031, 8032, 8037, 8038, 8041, 8043, 8046, 8047, 8048, 8054, 8056, 8057, 8060, 8061, 8068, 8069, 8070, 8071, 8073, 8081, 8083, 8084, 8087, 8091, 8093, 8095, 8097, 8098, 8101, 8104, 8105, 8107, 8118, 8119, 8124, 8135, 8139, 8144, 8145, 8146, 8155, 8158, 8159, 8161, 8164, 8169, 8170, 8172, 8173, 8175, 8183, 8186, 8188, 8189, 8190, 8194, 8195, 8197, 8198, 8200, 8201, 8205, 8209, 8217, 8220, 8221, 8223, 8224, 8225, 8229, 8234, 8238, 8241, 8249, 8258, 8263, 8266, 8268, 8271, 8273, 8277, 8284, 8286, 8287, 8290, 8298, 8300, 8305, 8307, 8311, 8315, 8317, 8319, 8321, 8333, 8338, 8339, 8340, 8343, 8345, 8346, 8348, 8352, 8356, 8357, 8358, 8359, 8363, 8365, 8367, 8369, 8370, 8372, 8373, 8378, 8380, 8383, 8390, 8392, 8393, 8400, 8401, 8402, 8409, 8410, 8421, 8423, 8425, 8426, 8427, 8428, 8437, 8443, 8446, 8447, 8451, 8454, 8456, 8457, 8463, 8465, 8466, 8467, 8468, 8470, 8474, 8475, 8478, 8486, 8497, 8501, 8508, 8509, 8514, 8517, 8518, 8520, 8523, 8528, 8531, 8532, 8542, 8547, 8550, 8552, 8558, 8560, 8561, 8564, 8567, 8568, 8576, 8580, 8593, 8599, 8601, 8604, 8607, 8610, 8615, 8622, 8629, 8630, 8633, 8634, 8637, 8645, 8648, 8650, 8657, 8658, 8660, 8662, 8663, 8664, 8665, 8666, 8669, 8670, 8671, 8680, 8685, 8686, 8691, 8693, 8695, 8696, 8698, 8707, 8717, 8718, 8721, 8723, 8725, 8731, 8733, 8735, 8736, 8738, 8746, 8747, 8750, 8752, 8755, 8758, 8760, 8763, 8767, 8770, 8774, 8782, 8787, 8792, 8795, 8797, 8798, 8800, 8802, 8804, 8809, 8815, 8819, 8820, 8825, 8833, 8836, 8844, 8846, 8849, 8851, 8854, 8864, 8872, 8873, 8886, 8887, 8889, 8891, 8895, 8902, 8903, 8905, 8910, 8914, 8921, 8922, 8924, 8926, 8929, 8931, 8932, 8943, 8944, 8950, 8951, 8954, 8961, 8970, 8971, 8972, 8977, 8980, 8981, 8982, 8985, 8987, 8990, 8995, 8997, 9002, 9004, 9008, 9010, 9013, 9018, 9020, 9026, 9032, 9033, 9034, 9037, 9040, 9043, 9047, 9048, 9052, 9056, 9057, 9062, 9065, 9069, 9070, 9079, 9082, 9083, 9086, 9088, 9092, 9093, 9097, 9098, 9099, 9103, 9107, 9113, 9114, 9120, 9121, 9124, 9128, 9132, 9133, 9135, 9143, 9146, 9147, 9150, 9153, 9154, 9156, 9159, 9169, 9171, 9172, 9175, 9176, 9179, 9182, 9184, 9185, 9187, 9188, 9189, 9193, 9195, 9198, 9199, 9201, 9203, 9205, 9207, 9210, 9213, 9215, 9216, 9220, 9222, 9226, 9227, 9228, 9235, 9237, 9239, 9243, 9247, 9251, 9253, 9254, 9255, 9258, 9260, 9261, 9263, 9270, 9275, 9277, 9286, 9294, 9298, 9303, 9308, 9310, 9314, 9317, 9319, 9323, 9325, 9327, 9329, 9334, 9337, 9339, 9344, 9346, 9349, 9354, 9357, 9362, 9363, 9365, 9367, 9368, 9372, 9378, 9379, 9385, 9386, 9387, 9388, 9394, 9395, 9401, 9402, 9403, 9405, 9407, 9408, 9410, 9413, 9418, 9420, 9421, 9423, 9424, 9426, 9427, 9429, 9438, 9439, 9446, 9449, 9453, 9459, 9460, 9463, 9464, 9468, 9472, 9474, 9477, 9478, 9481, 9485, 9488, 9489, 9490, 9494, 9498, 9504, 9505, 9509, 9513, 9514, 9515, 9521, 9526,…
#> $ grade <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…
#> $ star <dbl+lbl> 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1,…
#> $ read <int> 447, 450, 448, 447, 431, 451, 478, 455, 430, 474, 424, 439, 437, 422, 424, 431, 456, 522, 416, 419, 418, 422, 414, 450, 458, 445, 439, 476, 467, 480, 465, 407, 487, 447, 430, 480, 440, 413, 422, 442, 410, 465, 436, 436, 428, 411, 436, 472, 443, 424, 428, 440, 433, 474, 414, 411, 422, 395, 407, 472, 402, 428, 413, 443, 403, 442, 443, 433, 422, 433, 440, 461, 445, 490, 451, 474, 400, 468, 386, 424, 453, 456, 451, 440, 445, 421, 408, 398, 450, 424, 400, 434, 425, 470, 472, 428, 436, 439, 434, 397, 445, 408, 428, 405, 447, 407, 434, 456, 418, 433, 427, 503, 442, 421, 431, 450, 428, 467, 413, 410, 453, 483, 411, 397, 421, 554, 411, 425, 458, 408, 407, 433, 436, 418, 443, 403, 419, 433, 503, 463, 413, 442, 393, 443, 410, 437, 472, 434, 427, 453, 418, 445, 463, 437, 411, 434, 433, 398, 463, 470, 411, 413, 395, 434, 492, 465, 448, 411, 518, 422, 470, 397, 390, 470, 580, 456, 403, 408, 443, 421, 442, 421, 450, 450, 410, 510, 418, 467, 436, 447, 468, 430, 442, 418, 485, 450, 408, 434, 465, 407, 431, 393, 360, 408, 518, 436, 403, 485, 448, 467, 428, 465, 400, 398, 470, 424, 421, 461, 427, 443, 425, 408, 439, 418, 430, 424, 400, 424, 411, 425, 456, 453, 419, 428, 472, 470, 443, 431, 458, 421, 431, 391, 416, 445, 455, 413, 455, 393, 437, 425, 437, 436, 414, 418, 497, 425, 451, 442, 413, 425, 411, 448, 425, 393, 398, 434, 425, 424, 430, 470, 565, 421, 538, 397, 410, 455, 442, 439, 461, 434, 419, 400, 408, 451, 410, 414, 453, 470, 391, 455, 397, 431, 447, 410, 439, 358, 413, 447, 448, 445, 422, 470, 442, 414, 476, 418, 437, 434, 397, 400, 450, 416, 436, 472, 447, 407, 442, 439, 450, 470, 442, 455, 405, 427, 465, 440, 443, 427, 431, 461, 421, 490, 424, 437, 463, 411, 421, 418, 433, 395, 437, 416, 403, 467, 439, 433, 474, 433, 407, 442, 437, 398, 407, 450, 448, 419, 397, 437, 402, 434, 461, 460, 421, 425, 487, 434, 370, 422, 419, 422, 397, 507, 461, 402, 439, 418, 443, 456, 468, 436, 421, 408, 400, 422, 458, 430, 487, 416, 407, 416, 442, 407, 465, 421, 421, 408, 456, 476, 416, 427, 408, 503, 421, 424, 398, 428, 448, 458, 460, 430, 400, 391, 434, 430, 382, 443, 468, 410, 428, 434, 465, 422, 472, 450, 474, 430, 430, 393, 382, 430, 422, 424, 425, 487, 405, 434, 433, 460, 443, 445, 472, 445, 483, 422, 453, 487, 448, 450, 419, 433, 410, 492, 414, 424, 448, 408, 403, 467, 405, 467, 492, 455, 378, 419, 413, 413, 424, 455, 443, 468, 378, 458, 407, 433, 421, 461, 405, 470, 465, 474, 398, 433, 440, 427, 442, 425, 393, 410, 478, 443, 439, 443, 476, 470, 538, 388, 421, 410, 445, 439, 407, 403, 400, 398, 407, 391, 458, 411, 448, 456, 419, 465, 425, 430, 456, 422, 422, 422, 384, 442, 456, 419, 391, 433, 430, 393, 439, 460, 402, 402, 436, 418, 419, 427, 433, 422, 410, 448, 453, 393, 402, 418, 410, 442, 405, 445, 448, 428, 411, 437, 470, 433, 461, 478, 416, 450, 463, 448, 448, 440, 445, 437, 430, 405, 439, 400, 443, 405, 436, 437, 400, 402, 433, 416, 422, 580, 397, 460, 398, 416, 487, 419, 414, 465, 418, 440, 434, 467, 418, 411, 408, 408, 430, 565, 413, 448, 428, 433, 440, 413, 408, 403, 545, 408, 428, 453, 414, 483, 397, 425, 492, 447, 418, 408, 397, 538, 405, 413, 514, 411, 451, 439, 507, 424, 427, 483, 427, 407, 428, 460, 503, 413, 407, 451, 413, 395, 403, 431, 425, 439, 424, 434, 443, 425, 443, 460, 470, 413, 497, 458, 428, 455, 538, 405, 443, 413, 436, 460, 440, 403, 461, 430, 422, 440, 425, 439, 448, 450, 411, 433, 439, 455, 450, 433, 390, 419, 421, 427, 443, 456, 405, 410, 487, 424, 472, 450, 476, 425, 436, 393, 437, 485, 391, 411, 391, 421, 458, 490, 408, 419, 431, 422, 478, 408, 403, 480, 465, 455, 460, 430, 416, 448, 450, 447, 425, 434, 390, 408, 436, 436, 495, 422, 440, 428, 421, 430, 425, 405, 395, 416, 434, 465, 458, 414, 424, 403, 442, 472, 431, 448, 458, 433, 453, 476, 431, 453, 440, 463, 408, 443, 388, 428, 428, 407, 436, 422, 431, 425, 440, 403, 433, 422, 393, 456, 421, 393, 430, 403, 451, 393, 398, 445, 407, 407, 431, 408, 463, 507, 427, 418, 408, 463, 445, 425, 445, 416, 478, 421, 400, 414, 414, 440, 495, 448, 408, 430, 448, 461, 428, 460, 460, 433, 522, 403, 443, 395, 403, 384, 490, 413, 442, 419, 495, 436, 443, 439, 445, 414, 430, 425, 476, 421, 448, 416, 440, 455, 433, 458, 436, 380, 460, 422, 443, 386, 431, 451, 456, 427, 468, 418, 461, 565, 376, 419, 419, 442, 380, 483, 478, 428, 456, 434, 410, 433, 405, 431, 431, 440, 413, 461, 411, 419, 474, 453, 416, 461, 439, 416, 442, 474, 483, 424, 410, 436, 407, 447, 403, 461, 474, 450, 437, 425, 413, 418, 419, 427, 436, 474, 450, 442, 478, 460, 442, 447, 518, 405, 418, 424, 405, 448, 430, 405, 395, 407, 437, 522, 456, 478, 430, 403, 442, 395, 419, 422, 442, 453, 447, 495, 485, 428, 431, 413, 416, 410, 408, 418, 436, 440, 437, 413, 405, 400, 474, 440, 424, 476, 433, 419, 453, 413, 418, 434, 408, 472, 443, 402, 456, 416, 447, 411, 455, 418, 448, 431, 439, 443, 422, 418, 443, 495, 463, 402, 413, 554, 393, 315, 458, 445, 400, 437, 470, 422, 416, 422, 397, 467, 492, 453, 431, 443, 400, 430, 425, 495, 397, 437, 418, 465, 425, 424, 398, 456, 422, 442, 456, 492, 448, 460, 461, 411, 411, 565, 437, 411, 474, 424, 386, 408, 472, 434, 414, 410, 433, 405, 425, 408, 445, 478, 450, 430, 398, 447, 405, 424, 413, 456, 474, 391, 424, 450, 443, 463, 416, 422, 427, 413, 447, 436, 422, 448, 402, 476, 456, 408, 500, 514, 453, 402, 414, 400, 403, 492, 414, 437, 450, 443, 410, 410, 403, 419, 463, 461, 467, 497, 430, 425, 472, 439, 410, 434, 580, 407, 467, 480, 439, 472, 405, 402, 418, 398, 503, 465, 419, 453, 451, 442, 472, 480, 468, 478, 436, 532, 430, 460, 416, 445, 437, 430, 413, 450, 580, 527, 425, 431, 403, 434, 453, 433, 421, 442, 411, 468, 437, 492, 433, 451, 465, 439, 447, 431, 465, 458, 405, 440, 463, 391, 402, 419, 605, 397, 456, 408, 436, 428, 421, 503, 460, 416, 382, 433, 455, 472, 433, 407, 427, 390, 440, 384, 453, 450, 451, 503, 400, 408, 408, 476, 402, 424, 405, 424, 390, 440, 391, 407, 400, 403, 431, 465, 470, 430, 455, 532, 458, 436, 448, 447, 418, 448, 434, 430, 487, 463, 390, 398, 436, 495, 461, 443, 463, 461, 500, 445, 436, 470, 430, 455, 407, 411, 422, 410, 422, 627, 427, 428, 433, 411, 418, 485, 472, 416, 440, 445, 439, 421, 402, 382, 451, 437, 413, 437, 427, 393, 380, 442, 448, 431, 422, 434, 410, 431, 433, 408, 463, 405, 451, 463, 425, 474, 474, 458, 436, 410, 472, 425, 395, 472, 407, 411, 456, 410, 414, 395, 410, 430, 460, 419, 408, 445, 443, 460, 448, 458, 405, 437, 460, 453, 463, 463, 425, 472, 428, 346, 419, 465, 421, 388, 447, 472, 451, 407, 460, 436, 407, 431, 443, 461, 514, 460, 448, 430, 538, 442, 425, 456, 400, 447, 447, 405, 433, 419, 422, 467, 436, 411, 410, 474, 455, 419, 507, 453, 455, 410, 414, 431, 580, 427, 425, 410, 402, 427, 427, 386, 391, 421, 451, 416, 414, 490, 439, 451, 451, 422, 467, 400, 503, 400, 428, 431, 416, 443, 424, 400, 443, 439, 386, 418, 430, 443, 445, 495, 474, 380, 439, 422, 443, 461, 427, 453, 418, 434, 413, 470, 455, 408, 450, 422, 492, 376, 431, 424, 431, 514, 403, 418, 413, 416, 472, 439, 414, 447, 424, 487, 380, 403, 397, 414, 443, 422, 439, 403, 403, 400, 416, 430, 430, 492, 437, 437, 468, 402, 453, 413, 433, 447, 430, 456, 442, 453, 414, 421, 458, 411, 421, 458, 451, 402, 421, 463, 433, 440, 422, 424, 418, 416, 424, 403, 428, 436, 393, 453, 440, 422, 483, 421, 397, 467, 418, 421, 554, 463, 518, 421, 413, 424, 490, 380, 447, 434, 380, 490, 461, 458, 480, 433, 495, 468, 430, 416, 447, 497, 492, 463, 425, 467, 527, 425, 434, 476, 431, 437, 411, 463, 380, 485, 422, 447, 472, 414, 465, 434, 416, 439, 434, 425, 410, 410, 397, 419, 395, 413, 439, 422, 497, 428, 483, 448, 405, 411, 425, 428, 397, 430, 448, 358, 433, 580, 453, 439, 414, 400, 422, 408, 497, 503, 461, 453, 467, 437, 472, 518, 492, 378, 398, 410, 442, 388, 487, 425, 497, 413, 425, 405, 450, 507, 451, 467, 439, 421, 431, 425, 443, 414, 421, 448, 402, 461, 451, 627, 436, 422, 414, 391, 476, 483, 460, 437, 456, 467, 386, 442, 418, 400, 434, 453, 503, 422, 427, 427, 418, 439, 453, 431, 403, 472, 436, 393, 461, 437, 408, 425, 443, 470, 580, 443, 447, 443, 445, 440, 465, 413, 419, 395, 500, 422, 397, 434, 416, 436, 413, 448, 402, 398, 433, 395, 384, 439, 472, 443, 442, 424, 442, 410, 465, 421, 465, 463, 400, 450, 476, 436, 430, 424, 418, 461, 437, 510, 538, 418, 434, 497, 461, 407, 419, 395, 405, 474, 433, 447, 427, 425, 456, 522, 421, 403, 470, 460, 428, 437, 447, 402, 450, 437, 442, 419, 421, 453, 467, 442, 450, 407, 445, 455, 468, 422, 463, 437, 455, 397, 460, 416, 422, 433, 448, 492, 439, 480, 492, 393, 448, 470, 470, 422, 470, 507, 445, 407, 445, 427, 518, 478, 448, 460, 442, 450, 450, 414, 443, 405, 424, 450, 434, 467, 470, 391, 407, 431, 427, 433, 400, 468, 467, 448, 492, 460, 402, 453, 470, 434, 472, 405, 433, 380, 436, 431, 455, 522, 410, 425, 421, 422, 397, 447, 450, 419, 393, 400, 472, 433, 434, 458, 434, 403, 480, 422, 458, 461, 408, 434, 422, 465, 455, 451, 455, 410, 439, 472, 393, 424, 470, 451, 500, 514, 434, 419, 421, 443, 422, 468, 410, 413, 456, 428, 445, 413, 418, 416, 411, 436, 393, 439, 402, 407, 439, 405, 461, 443, 411, 433, 398, 419, 478, 407, 448, 436, 450, 408, 554, 425, 425, 434, 514, 425, 580, 451, 430, 442, 430, 437, 398, 443, 455, 419, 467, 427, 411, 453, 443, 400, 413, 442, 431, 388, 413, 419, 403, 397, 439, 424, 474, 514, 472, 402, 448, 413, 411, 439, 458, 397, 430, 483, 424, 397, 450, 447, 456, 455, 422, 405, 427, 416, 470, 416, 405, 382, 456, 497, 398, 456, 391, 445, 463, 428, 442, 472, 472, 397, 442, 439, 458, 414, 448, 434, 408, 458, 408, 474, 405, 440, 421, 468, 428, 478, 437, 451, 490, 440, 431, 470, 445, 443, 422, 500, 407, 428, 433, 413, 422, 425, 430, 460, 413, 545, 461, 413, 436, 447, 418, 413, 440, 443, 467, 439, 436, 458, 386, 442, 436, 403, 470, 461, 456, 408, 411, 405, 422, 413, 483, 428, 437, 431, 437, 424, 468, 465, 451, 419, 492, 443, 403, 431, 430, 424, 430, 478, 451, 434, 443, 439, 480, 443, 507, 442, 468, 391, 431, 436, 442, 440, 428, 425, 421, 413, 492, 456, 408, 467, 407, 421, 478, 436, 437, 391, 410, 442, 427, 411, 468, 416, 434, 419, 456, 386, 427, 408, 410, 414, 439, 398, 439, 422, 445, 474, 427, 437, 458, 467…
#> $ gender <dbl+lbl> 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1,…
#> $ ethnicity <dbl+lbl> 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 3, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 6, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 4, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 3, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, NA, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 3, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 6, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 3, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 5, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 3, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 6, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 3, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 3, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 5, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 3, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1…
#> $ lunch <dbl+lbl> 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, NA, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, NA, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, NA, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, NA, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, NA, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, NA, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, NA, 2, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1…
#> $ school <dbl+lbl> 3, 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 2, 3, 3, 3, 4, 4, 3, 1, 3, 3, 3, 3, 3, 4, 4, 4, 3, 2, 2, 3, 1, 2, 3, 2, 3, 3, 2, 2, 1, 1, 3, 3, 2, 1, 2, 3, 3, 3, 1, 1, 1, 2, 3, 3, 2, 3, 2, 3, 4, 3, 3, 2, 3, 2, 1, 4, 3, 2, 4, 3, 3, 3, 3, 3, 3, 3, 3, 1, 3, 1, 3, 3, 3, 2, 1, 1, 4, 2, 3, 3, 3, 1, 3, 3, 3, 3, 2, 1, 3, 1, 3, 3, 2, 3, 3, 1, 1, 2, 4, 3, 1, 1, 3, 1, 3, 1, 2, 3, 2, 2, 1, 3, 3, 2, 1, 1, 3, 1, 4, 3, 3, 3, 1, 2, 3, 1, 3, 3, 4, 2, 3, 3, 2, 3, 2, 1, 3, 3, 2, 3, 2, 2, 3, 3, 4, 1, 3, 2, 3, 1, 1, 4, 2, 2, 3, 2, 3, 3, 3, 1, 3, 3, 3, 2, 3, 2, 1, 2, 3, 1, 3, 1, 2, 3, 1, 3, 2, 3, 2, 3, 3, 2, 2, 2, 3, 2, 3, 1, 3, 1, 1, 3, 1, 3, 2, 3, 3, 3, 1, 1, 4, 1, 3, 3, 3, 1, 2, 2, 3, 3, 3, 1, 3, 3, 2, 3, 1, 3, 3, 2, 2, 1, 3, 1, 2, 3, 4, 1, 1, 2, 3, 4, 3, 1, 3, 2, 1, 3, 3, 2, 3, 1, 2, 3, 3, 2, 4, 4, 3, 3, 1, 3, 3, 1, 3, 3, 1, 1, 3, 3, 3, 1, 4, 3, 1, 3, 1, 2, 3, 3, 3, 2, 3, 3, 2, 3, 1, 4, 3, 2, 1, 3, 3, 3, 3, 2, 3, 3, 2, 3, 2, 1, 4, 2, 3, 3, 3, 1, 2, 3, 2, 3, 3, 2, 2, 1, 3, 1, 1, 2, 1, 2, 3, 1, 3, 2, 3, 2, 2, 4, 4, 1, 3, 2, 3, 1, 1, 3, 1, 1, 3, 2, 3, 2, 2, 2, 3, 2, 3, 1, 3, 3, 2, 2, 1, 2, 1, 3, 2, 4, 3, 4, 4, 3, 2, 1, 2, 3, 4, 2, 3, 2, 3, 3, 4, 3, 2, 4, 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 3, 2, 3, 2, 3, 1, 3, 3, 3, 4, 1, 3, 2, 3, 3, 3, 1, 3, 2, 2, 3, 2, 2, 1, 3, 2, 1, 3, 2, 2, 3, 3, 3, 4, 4, 3, 3, 2, 3, 3, 3, 3, 3, 2, 3, 1, 1, 3, 1, 4, 1, 2, 4, 2, 3, 1, 1, 2, 2, 3, 1, 3, 3, 4, 4, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 3, 4, 2, 4, 3, 4, 1, 1, 3, 1, 3, 2, 3, 1, 1, 1, 1, 3, 3, 3, 4, 4, 3, 3, 3, 3, 1, 1, 3, 3, 1, 3, 3, 3, 1, 3, 4, 1, 2, 1, 3, 2, 4, 3, 3, 1, 1, 1, 1, 2, 3, 2, 1, 1, 3, 3, 3, 3, 3, 3, 2, 1, 1, 3, 3, 3, 3, 3, 3, 2, 3, 2, 3, 3, 2, 3, 2, 3, 2, 1, 3, 3, 4, 3, 3, 3, 1, 2, 3, 2, 2, 1, 3, 1, 3, 3, 3, 3, 3, 1, 1, 3, 3, 1, 3, 3, 3, 3, 3, 3, 3, 3, 1, 2, 4, 4, 4, 4, 4, 1, 2, 2, 1, 1, 2, 3, 3, 1, 2, 3, 2, 3, 2, 3, 3, 3, 1, 1, 2, 2, 3, 1, 2, 3, 4, 4, 3, 3, 1, 1, 1, 2, 3, 2, 4, 3, 1, 3, 4, 3, 3, 3, 3, 2, 3, 3, 4, 3, 1, 3, 2, 3, 3, 3, 2, 3, 4, 2, 1, 2, 1, 3, 3, 1, 3, 2, 2, 2, 2, 4, 2, 2, 4, 2, 2, 3, 3, 1, 2, 2, 4, 1, 4, 3, 3, 3, 3, 2, 1, 2, 3, 1, 3, 3, 1, 3, 3, 3, 3, 3, 4, 2, 3, 3, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 3, 3, 4, 2, 3, 2, 2, 1, 3, 2, 1, 3, 2, 3, 3, 3, 1, 2, 2, 1, 2, 3, 3, 3, 3, 3, 3, 1, 3, 4, 3, 3, 2, 4, 3, 1, 2, 2, 3, 3, 3, 3, 2, 3, 3, 2, 3, 1, 1, 4, 3, 3, 3, 1, 4, 3, 3, 3, 3, 1, 3, 3, 1, 3, 3, 2, 2, 1, 3, 3, 1, 3, 3, 3, 3, 3, 2, 3, 4, 3, 1, 1, 1, 3, 3, 1, 3, 1, 3, 3, 3, 3, 1, 3, 2, 3, 3, 3, 2, 4, 3, 4, 1, 1, 1, 3, 1, 4, 2, 1, 2, 3, 2, 3, 3, 2, 3, 3, 3, 3, 3, 2, 3, 3, 2, 1, 1, 3, 3, 2, 3, 1, 2, 3, 3, 2, 3, 4, 3, 3, 3, 3, 3, 1, 4, 4, 3, 1, 4, 3, 3, 2, 4, 2, 4, 2, 2, 3, 4, 2, 2, 3, 2, 4, 3, 3, 3, 1, 3, 1, 3, 2, 3, 1, 3, 1, 2, 1, 3, 3, 2, 3, 4, 1, 3, 1, 3, 2, 3, 3, 2, 2, 3, 3, 1, 1, 3, 2, 4, 4, 1, 3, 3, 1, 3, 1, 2, 3, 3, 3, 3, 1, 2, 1, 3, 3, 1, 2, 1, 1, 2, 3, 3, 3, 3, 2, 2, 3, 1, 2, 4, 3, 3, 1, 3, 1, 2, 3, 2, 2, 2, 3, 3, 3, 3, 2, 2, 2, 3, 3, 4, 3, 3, 3, 3, 2, 2, 2, 3, 1, 3, 1, 3, 3, 3, 3, 3, 2, 1, 3, 3, 1, 1, 3, 2, 3, 3, 1, 2, 3, 3, 1, 3, 3, 3, 3, 1, 3, 4, 2, 4, 3, 3, 1, 3, 4, 4, 1, 4, 3, 2, 3, 3, 1, 2, 1, 1, 1, 3, 4, 3, 1, 1, 2, 1, 3, 1, 3, 2, 1, 3, 1, 1, 3, 3, 2, 3, 4, 3, 3, 1, 1, 4, 4, 3, 3, 2, 2, 2, 2, 1, 3, 4, 3, 1, 1, 2, 3, 4, 3, 3, 4, 2, 3, 3, 4, 3, 2, 4, 1, 4, 2, 1, 4, 3, 2, 4, 2, 3, 3, 3, 3, 4, 1, 2, 2, 1, 1, 1, 3, 3, 1, 3, 4, 4, 1, 3, 2, 3, 4, 3, 3, 3, 3, 3, 2, 3, 3, 2, 3, 3, 3, 2, 3, 1, 3, 1, 1, 4, 2, 3, 1, 3, 1, 1, 3, 2, 1, 3, 3, 2, 1, 3, 3, 3, 3, 1, 2, 4, 3, 4, 2, 4, 4, 3, 3, 1, 1, 3, 1, 4, 3, 1, 2, 1, 2, 4, 3, 2, 3, 1, 1, 2, 4, 3, 3, 1, 3, 2, 1, 3, 1, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 2, 3, 4, 3, 1, 2, 3, 3, 4, 3, 3, 3, 3, 3, 3, 2, 2, 3, 3, 3, 4, 3, 3, 3, 1, 3, 3, 1, 2, 2, 3, 1, 4, 3, 2, 1, 3, 1, 3, 3, 3, 2, 3, 3, 1, 3, 3, 1, 3, 1, 3, 3, 1, 1, 3, 2, 3, 1, 2, 2, 3, 3, 2, 2, 1, 3, 1, 3, 2, 1, 3, 1, 3, 3, 3, 3, 3, 1, 3, 4, 3, 3, 1, 1, 3, 3, 3, 3, 4, 3, 2, 2, 2, 3, 3, 3, 1, 3, 2, 2, 3, 3, 4, 3, 3, 3, 1, 3, 2, 1, 3, 4, 2, 3, 3, 4, 2, 3, 3, 1, 3, 1, 3, 2, 1, 2, 3, 1, 2, 1, 3, 3, 2, 3, 1, 1, 3, 2, 2, 2, 2, 3, 3, 2, 3, 1, 1, 3, 1, 4, 3, 3, 2, 4, 3, 3, 4, 3, 2, 3, 2, 1, 3, 3, 2, 3, 4, 1, 1, 3, 3, 3, 2, 3, 2, 3, 3, 1, 1, 1, 3, 3, 2, 2, 3, 3, 3, 2, 3, 3, 3, 2, 2, 1, 3, 1, 2, 3, 2, 3, 3, 2, 3, 1, 2, 4, 4, 3, 1, 3, 3, 2, 2, 3, 1, 2, 1, 1, 3, 1, 3, 2, 2, 3, 3, 2, 1, 1, 2, 3, 2, 2, 3, 3, 1, 3, 3, 1, 2, 4, 3, 3, 3, 4, 1, 2, 3, 3, 3, 3, 2, 3, 2, 3, 1, 3, 2, 3, 2, 4, 3, 3, 3, 3, 3, 2, 1, 3, 2, 2, 1, 1, 2, 1, 1, 4, 1, 2, 3, 3, 2, 2, 3, 3, 3, 2, 1, 2, 4, 2, 3, 2, 1, 2, 2, 3, 3, 2, 3, 3, 4, 2, 1, 3, 3, 1, 2, 3, 3, 3, 1, 3, 3, 1, 3, 2, 2, 3, 1, 3, 3, 1, 3, 1, 3, 1, 1, 2, 1, 3, 3, 3, 4, 4, 3, 3, 1, 1, 1, 3, 1, 3, 3, 2, 3, 1, 3, 3, 1, 2, 1, 4, 1, 3, 1, 1, 3, 2, 2, 4, 3, 1, 1, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 1, 3, 3, 4, 2, 3, 3, 2, 1, 3, 1, 2, 3, 3, 4, 2, 4, 3, 1, 1, 3, 2, 3, 3, 2, 1, 3, 1, 2, 1, 3, 4, 3, 2, 3, 3, 3, 3, 1, 3, 1, 3, 3, 3, 4, 1, 2, 3, 1, 3, 1, 2, 1, 1, 2, 3, 3, 3, 4, 1, 3, 3, 3, 1, 4, 1, 1, 3, 1, 2, 3, 4, 2, 2, 2, 3, 1, 3, 2, 2, 1, 2, 1, 1, 1, 3, 3, 2, 1, 3, 3, 2, 3, 1, 1, 1, 2, 2, 1, 1, 3, 1, 3, 2, 1, 3, 1, 4, 2, 3, 3, 3, 4, 4, 2, 2, 4, 2, 3, 1, 3, 2, 1, 3, 2, 3, 3, 4, 3, 3, 3, 1, 3, 3, 1, 3, 2, 3, 2, 3, 2, 2, 4, 3, 1, 2, 2, 1, 3, 3, 2, 4, 3, 3, 3, 3, 1, 3, 2, 3, 3, 3, 2, 2, 2, 4, 4, 2, 1, 3, 3, 2, 1, 1, 3, 3, 3, 3, 1, 2, 3, 3, 2, 1, 3, 3, 3, 3, 4, 3, 3, 4, 2, 1, 3, 3, 3, 1, 1, 3, 3, 3, 3, 2, 3, 3, 1, 4, 1, 3, 2, 3, 2, 4, 3, 3, 4, 2, 1, 3, 3, 3, 3, 1, 2, 3, 1, 2, 3, 2, 3, 1, 2, 1, 1, 3, 3, 2, 3, 1, 3, 4, 3, 4, 3, 3, 2, 3, 2, 3, 3, 2, 3, 2, 3, 1, 3, 2, 2, 2, 3, 4, 3, 3, 2, 3, 3, 4, 2, 3, 1, 3, 2, 1, 1, 1, 1, 2, 1, 3, 3, 3, 3, 4, 2, 3, 4, 2, 3, 1, 2, 1, 4, 1, 3, 3, 3, 3, 3, 1, 3, 1, 1, 3, 1, 1, 3, 3, 1, 3, 1, 1, 3, 3, 1, 1, 2, 3, 1, 2, 2, 3, 3, 3, 3, 4, 1, 2, 3, 1, 1, 2, 1, 3, 3, 3, 3, 2, 2, 2, 2, 1, 1, 3, 1, 1, 3, 3, 1, 3, 3, 3, 1, 3, 1, 1, 1, 3, 2, 1, 3, 3, 3, 2, 1, 3, 1, 2, 2, 3, 3, 1, 3, 4, 1, 1, 1, 3, 1, 1, 3, 3, 3, 3, 3, 3, 2, 3, 3, 2, 3, 1, 3, 1, 3, 1, 1, 1, 3, 2, 2, 2, 3, 4, 3, 1, 3, 3, 3, 1, 4, 3, 1, 3, 3, 2, 4, 3, 3, 1, 3, 2, 3, 1, 3, 2, 3, 4, 3, 3, 1, 3, 3, 1, 1, 3, 2, 2, 3, 3, 3, 3, 1, 3, 2, 4, 3, 4, 1, 2, 3, 3, 1, 1, 1, 1, 3, 3, 3, 3, 2, 3, 3, 2, 4, 2, 3, 3, 1, 4, 3, 1, 1, 1, 3, 3, 3, 3, 3, 1, 3, 1, 2, 1, 3, 2, 3, 1, 2, 4, 3, 2, 2, 1, 2, 3, 3, 1, 3, 1, 2, 2, 3, 3, 3, 3, 2, 1, 3, 1, 1, 3, 2, 3, 3, 3, 2, 3, 3, 1, 1, 1, 2, 2, 3, 3, 1, 3, 3, 3, 4, 1, 2, 2, 2, 3, 2, 3, 1, 1, 1, 3, 3, 1, 1, 1, 3, 3, 3, 4, 3, 3, 2, 1, 3, 2, 2, 3, 1, 2, 3, 1, 2, 3, 3, 3, 1, 3, 3, 1, 3, 3, 1, 3, 3, 3, 4, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 4, 2, 2, 1, 3, 3, 3, 3, 3, 2, 3, 1, 3, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 1, 2, 3, 1, 3, 3, 2, 3, 1, 3, 4, 1, 4, 2, 3, 2, 4, 3, 3, 3, 3, 2, 3, 3, 3, 2, 4, 1, 1, 2, 3, 1, 3, 2, 3, 3, 1, 4, 1, 3, 4, 1, 4, 1, 3, 3, 2, 2, 3, 2, 1, 3, 1, 2, 3, 3, 1, 1, 2, 1, 3, 2, 2, 3, 3, 3, 3, 4, 3, 1, 1, 3, 4, 1, 3, 1, 2, 1, 2, 2, 4, 2, 1, 3, 3, 3, 3, 3, 3, 4, 3, 2, 2, 1, 4, 3, 3, 3, 3, 1, 3, 1, 3, 1, 3, 3, 4, 3, 3, 3, 4, 4, 1, 4, 3, 2, 2, 3, 1, 3, 2, 2, 2, 4, 3, 3, 4, 2, 3, 3, 3, 3, 2, 3, 1, 1, 3, 2, 4, 2, 3, 2, 3, 3, 1, 3, 3, 4, 2, 2, 1, 2, 3, 2, 2, 3, 3, 4, 3, 3, 3, 4, 1, 1, 3, 1, 3, 2, 2, 3, 1, 1, 3, 1, 2, 3, 3, 3, 1, 1, 1, 3, 4, 3, 2, 4, 4, 2, 3, 4, 3, 3, 3, 1, 3, 1, 2, 2, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1, 3, 1, 2, 1, 1, 3, 3, 3, 3, 3, 1, 3, 2, 4, 3, 1, 4, 1, 1, 2, 3, 4, 3, 3, 4, 3, 3, 3, 3, 3, 3, 4, 2, 3, 3, 2, 3, 3, 1, 4, 4, 2, 2, 2, 3, 2, 2, 1, 2, 2, 1, 3, 3, 3, 3, 2, 3, 3, 3, 2, 3, 3, 4, 4, 3, 3, 2, 3, 2, 1, 1, 1, 3, 3, 3, 3, 3, 2, 3, 2, 3, 1, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 3, 1, 3, 4, 2, 1, 1, 3, 4, 1, 1, 3, 1, 3, 2, 3, 3, 2, 1, 4, 3, 1, 2, 3, 3, 3, 3, 3, 1, 2, 3, 3, 2, 2, 3, 2, 1, 4, 2, 2, 4, 3, 1, 1, 2, 4, 2, 1, 1, 3, 3, 3, 3, 1, 2, 3, 3, 3, 2, 3, 1, 2, 3, 3, 3, 4, 3, 3, 1, 3, 2, 3, 3, 3, 3, 4, 3, 3, 2, 3, 3, 2, 3, 3, 3, 3, 1, 4, 3, 3, 3, 3, 3, 3, 1, 3, 2, 3, 3, 3, 3, 3, 2, 3, 1, 3, 1, 2, 1, 1, 3, 3, 3, 3, 2, 4, 2, 3, 3, 3, 2, 1, 3, 3, 3, 3, 3, 2, 3, 2, 2, 2, 3, 3, 4, 3, 4, 2, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 1, 2, 4, 3, 3, 3, 1, 3, 3, 1, 3, 2, 2, 3, 3, 3, 3, 1, 1, 2, 1, 4, 3, 2, 3, 3, 4, 3, 3, 4, 4, 1, 1, 2, 1, 3, 1, 3, 2, 2, 3, 1, 4, 3, 3, 3, 3, 1, 3, 3, 4, 3, 2, 3, 3, 3, 3, 1, 3, 1, 1, 2, 3, 4, 2, 1, 1, 2, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 2, 1, 3, 3, 1, 3, 3, 2, 4, 3, 3, 2, 1, 1, 2, 4, 3, 4, 3, 3, 3, 2, 4, 3, 4, 4, 1, 1, 3, 2, 3, 1, 3, 3, 1, 1, 3, 4, 1, 3, 3, 1, 3, 3, 3, 3, 1, 3, 2, 3, 4, 1, 4, 1, 3, 3, 1, 1, 4, 3, 3, 2, 3, 4, 1, 4, 4, 4, 4, 3, 2, 1, 1, 4, 3, 3, 4, 4, 3, 3, 1, 1, 2, 3, 2, 3, 3, 1, 1, 3, 2, 2, 3, 2, 3, 3, 1, 3, 3, 4, 2, 2, 1, 3, 2, 3, 2, 3, 3, 1, 2, 3, 3, 3, 3, 3, 3, 3, 2, 3, 2, 4, 1, 2, 3, 3, 3, 1, 1, 2, 1, 3, 3, 4, 2, 1, 3, 1, 3, 3, 2, 4, 3, 3, 1, 3, 2, 3, 1, 1, 3, 2, 3, 3, 3, 1, 2, 3, 1, 3, 3, 3, 3, 2, 1, 2, 2, 3, 2, 3, 1, 1, 2, 3, 3, 3, 1, 3, 3, 3, 4, 3, 1, 2, 2, 2, 2, 3, 4, 3, 1, 3, 3, 3, 4, 3, 2, 3, 1, 3, 3, 4, 2, 1, 2, 1, 3, 3, 3, 1, 3, 3, 3, 3, 3, 1, 2, 3, 3, 2, 3, 3, 3, 2, 3, 3, 3, 4, 2, 3, 2, 3, 2, 4, 3, 3, 2, 4, 4, 3, 1, 3, 3, 2, 2, 3, 2, 1, 1, 2, 3, 2, 4, 3, 3, 1, 2, 3, 3, 3, 1, 3, 2, 3, 3, 3, 2, 3, 3, 3, 1, 2, 1, 3, 1, 1, 4, 3, 3, 1, 4, 2, 4, 2, 3, 1, 1, 4, 2, 2, 1, 3, 4, 3, 1, 1, 2, 3, 2, 4, 1, 4, 3, 3, 2, 2, 2, 1, 3, 2, 2, 3, 1, 4, 3, 1, 1, 2, 2, 3, 2, 3, 3, 2, 4, 2, 3, 3, 3, 2, 4, 1, 3, 2, 2, 2, 2, 3, 2, 1, 3, 1, 3, 3, 1, 3, 3, 2, 3, 2, 4, 3, 3, 3, 3, 3, 3, 2, 4, 3, 2, 2, 2, 3, 3, 1, 3, 3, 1, 3, 4, 3, 4, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 1, 3, 3, 3, 1, 2, 1, 4, 2, 3, 3, 3, 3, 3, 3, 3, 1, 3, 3, 2, 3, 3, 3, 1, 3, 2, 2, 3, 2, 3, 3, 2, 3, 2, 2, 3, 2, 3, 1, 2, 2, 3, 2, 3, 1, 1, 3, 1, 3, 3, 1, 3, 3, 1, 3, 2, 1, 3, 3, 1, 2, 3, 1, 1, 1, 3, 1, 2, 3, 1, 3, 3, 3, 3, 3, 3, 1, 3, 1, 1, 1, 2, 3, 3, 1, 1, 2, 2, 2, 2, 2, 2, 1, 2, 2, 3, 3, 4, 2, 1, 3, 3, 1, 1, 2, 2, 2, 1, 2, 1, 3, 3, 3, 3, 2, 3, 2, 1, 4, 2, 4, 2, 4, 3, 3, 3, 3, 4, 3, 2, 3, 3, 3, 3, 3, 4, 2, 3, 2, 2, 1, 1, 3, 3, 3, 3, 1, 4, 3, 3, 2, 3, 1, 2, 1, 2, 1, 2, 3, 3, 3, 2, 3, 1, 3, 3, 2, 3, 2, 2, 2, 1, 2, 3, 2, 4, 3, 2, 2, 1, 1, 3, 1, 3, 3, 3, 3, 3, 2, 1, 3, 1, 3, 3, 3, 2, 3, 2, 3, 3, 3, 3, 3, 1, 3, 1, 3, 3, 1, 1, 1, 1, 4, 3, 3, 1, 1, 1, 2, 4, 1, 3, 3, 3, 4, 2, 1, 1, 2, 1, 1, 3, 3, 3, 4, 3, 3, 2, 3, 3, 3, 3, 1, 3, 1, 2, 3, 1, 2, 2, 3, 3, 1, 3, 2,…
#> $ degree <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 4, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 4, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 3, 1, 1, 1, 1, 4, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 4, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 4, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 4, 2, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 3, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 3, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 3, 2, 1, 1, 4, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 4, 4, 1, 1, 1, 1, 1, 2, 3, 4, 1, 2, 1, 1, 1, 1, 2, 4, 1, 4, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 2, 4, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 4, 3, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 4, 4, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 4, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 3, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 4, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 4, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 3, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 4, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 4, 2, 2, 4, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 4, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 4, 2, 1, 4, 2, 2, 4, 2, 1, 4, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 4, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 4, 2, 2, 1, 2, 1, 1, 3, 2, 2, 2, 4, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 4, 2, 4, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 2, 1, 1, 4, 1, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 4, 2, 1, 3, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 3, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 4, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 3, 2, 1, 1, 1, 1, 1, 4, 1, 2, 2, 1, 1, 4, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 4, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 4, 1, 1, 2, 4, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 1, 2, 4, 1, 1, 4, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 4, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 4, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 4, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 4, 2, 2, 2, 1, 1, 1, 1, 1, 1, 3, 2, 2, 1, 1, 1, 2, 1, 1, 2, 4, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 3, 2, 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 2, 4, 2, 4, 4, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 4, 1, 2, 4, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 4, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 4, 1, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 4, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 4, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 3, 2, 1, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 4, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 4, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 4, 1, 2, 1, 1, 2, 1, 1, 1, 1, 3, 1, 2, 4, 1, 1, 3, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 4, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 4, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 2, 4, 1, 1, 1, 2, 1, 4, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 4, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 4, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 4, 1, 1, 2, 1, 1, 4, 1, 1, 2, 1, 2, 1, 2, 1, 2, 2, 2, 4, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 3, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 4, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 4, 2, 3, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 3, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 4, 1, 2, 1, 2, 2, 2, 1, 3, 1, 1, 2, 2, 1, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 4, 1, 1, 1, 1, 1, 2, 1, 1, 4, 1, 2, 1, 1, 1, 1, 2, 4, 2, 1, 1, 1, 1, 1, 1, 1, 3, 1, 2, 1, 4, 3, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 4, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 4, 1, 2, 1, 2, 4, 2, 1, 2, 1, 2, 4, 1, 1, 3, 1, 1, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 3, 2, 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 3, 2, 2, 2, 1, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 4, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 4, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 3, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 4, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 4, 1, 2, 1, 2, 4, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 4, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 2, 2, 4, 1, 2, 1, 1, 2, 2, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 4, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 4, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 4, 1, 1, 1, 1, 2, 4, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 4, 2, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 4, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 4, 1, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, 2, 4, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1,…
#> $ experience <int> 7, 21, 16, 5, 8, 3, 11, 10, 13, 0, 6, 13, 1, 8, 13, 13, 14, 8, 13, 0, 8, 15, 8, 10, 4, 7, 17, 12, 4, 0, 18, 4, 12, 14, 13, 14, 5, 5, 1, 5, 2, 2, 11, 13, 5, 0, 4, 5, 8, 2, 11, 14, 13, 3, 15, 20, 11, 20, 6, 11, 12, 6, 12, 18, 2, 11, 1, 17, 0, 13, 17, 20, 4, 15, 6, 10, 4, 16, 8, 6, 15, 10, 15, 8, 10, 3, 6, 6, 1, 13, 13, 9, 8, 6, 11, 8, 19, 8, 18, 3, 12, 5, 6, 8, 10, 8, 2, 11, 0, 14, 0, 7, 7, 0, 21, 0, 12, 12, 0, 1, 5, 3, 1, 2, 10, 14, 2, 1, 4, 11, 1, 0, 0, 3, 15, 3, 13, 3, 10, 11, 12, 11, 8, 16, 15, 10, 1, 9, 15, 8, 4, 4, 16, 13, 4, 9, 13, 9, 4, 12, 11, 1, 2, 11, 13, 14, 6, 11, 12, 6, 4, 9, 1, 10, 12, 8, 12, 15, 1, 20, 6, 9, 5, 0, 4, 14, 12, 2, 8, 6, 3, 15, 17, 14, 15, 4, 3, 11, 7, 10, 12, 9, 6, 1, 3, 1, 0, 8, 6, 11, 15, 10, 5, 9, 11, 5, 13, 24, 13, 7, 8, 5, 4, 9, 17, 8, 11, 15, 2, 8, 4, 0, 4, 12, 4, 3, 21, 5, 3, 12, 15, 7, 0, 4, 13, 2, 2, 4, 10, 17, 6, 24, 6, 2, 18, 8, 2, 12, 5, 5, 4, 8, 0, 13, 6, 9, 27, 19, 7, 3, 14, 1, 10, 6, 6, 9, 11, 16, 2, 15, 12, 10, 2, 15, 16, 12, 13, 8, 9, 0, 11, 3, 11, 3, 5, 20, 5, 1, 6, 0, 12, 12, 8, 14, 3, 10, 1, 2, 2, 1, 0, 4, 12, 16, 16, 3, 15, 12, 6, 0, 0, 1, 5, 20, 6, 24, 12, 1, 8, 13, 3, 14, 17, 24, 11, 11, 13, 14, 7, 4, 2, 21, 6, 16, 2, 12, 0, 1, 12, 0, 13, 3, 3, 1, 16, 13, 5, 12, 12, 8, 24, 14, 12, 11, 14, 1, 15, 1, 18, 11, 6, 12, 10, 7, 6, 12, 0, 19, 3, 5, 18, 8, 8, 12, 8, 8, 10, 10, 15, 6, 0, 6, 15, 20, 3, 11, 8, 10, 2, 5, 5, 14, 22, 11, 10, 20, 5, 9, 14, 16, 21, 18, 6, 9, 13, 0, 2, 8, 13, 11, 8, 8, 4, 4, 11, 15, 5, 5, 13, 11, 8, 5, 20, 3, 6, 15, 5, 4, 1, 13, 7, 7, 3, 11, 10, 0, 10, 17, 10, 15, 1, 16, 6, 13, 12, 4, 4, 11, 8, 0, 16, 10, 6, 3, 5, 11, 22, 9, 3, 15, 13, 13, 13, 6, 13, 8, 0, 8, 4, 15, 2, 9, 3, 1, 2, 13, 12, 6, 7, 13, 13, 0, 11, 3, 13, 1, 12, 8, 2, 8, 11, 12, 19, 7, 6, 0, 11, 8, 11, 5, 13, 11, 9, 10, 6, 2, 15, 11, 10, 14, 6, 6, 6, 5, 3, 8, 14, 8, 3, 1, 4, 4, 13, 21, 2, 17, 6, 1, 12, 5, 13, 20, 8, 13, 21, 13, 11, 8, 13, 13, 10, 4, 5, 12, 20, 13, 18, 3, 7, 8, 8, 10, 6, 6, 5, 1, 0, 9, 13, 2, 2, 11, 19, 8, 12, 8, 8, 6, 13, 8, 13, 5, 6, 14, 11, 11, 15, 8, 11, 9, 6, 10, 12, 19, 8, 10, 13, 12, 8, 8, 5, 0, 19, 10, 21, 6, 0, 11, 2, 3, 11, 4, 12, 4, 12, 3, 11, 2, 14, 8, 5, 8, 2, 0, 8, 11, 15, 10, 4, 8, 18, 15, 13, 0, 10, 3, 4, 11, 2, 4, 13, 8, 13, 5, 0, 12, 5, 1, 6, 8, 1, 10, 0, 3, 12, 0, 13, 14, 0, 14, 15, 14, 2, 13, 15, 21, 22, 21, 8, 8, 13, 12, 12, 11, 0, 2, 22, 10, 3, 4, 12, 3, 11, 11, 15, 6, 6, 3, 17, 0, 1, 14, 12, 9, 12, 1, 0, 10, 6, 11, 8, 0, 17, 16, 4, 5, 14, 0, 12, 3, 6, 8, 3, 6, 10, 12, 6, 20, 12, 15, 3, 5, 10, 1, 12, 12, 6, 13, 8, 8, 6, 13, 13, 22, 11, 11, 11, 8, 2, 15, 4, 8, 4, 11, 4, 13, 2, 20, 7, 6, 3, 6, 0, 12, 20, 8, 1, 4, 4, 6, 6, 13, 6, 8, 16, 8, 13, 9, 12, 11, 9, 8, 11, 5, 5, 3, 13, 5, 8, 22, 12, 13, 6, 1, 3, 11, 19, 13, 9, 10, 2, 6, 11, 6, 4, 3, 27, 20, 13, 10, 11, 0, 13, 10, 3, 3, 11, 8, 6, 6, 5, 0, 5, 13, 2, 8, 10, 8, 6, 2, 4, 3, 6, 6, 3, 16, 17, 17, 1, 6, 4, 10, 20, 4, 21, 11, 14, 1, 16, 2, 8, 4, 13, 8, 10, 6, 12, 7, 5, 12, 2, 21, 16, 2, 0, 5, 4, 14, 13, 8, 5, 13, 15, 15, 8, 12, 5, 8, 12, 6, 12, 13, 12, 8, 11, 27, 12, 11, 2, 7, 6, 1, 2, 11, 6, 21, 11, 12, 9, 13, 8, 5, 10, 15, 3, 13, 6, 1, 10, 6, 24, 1, 12, 8, 0, 4, 6, 6, 24, 13, 8, 4, 16, 12, 6, 4, 24, 4, 8, 11, 21, 1, 9, 6, 11, 1, 20, 9, 5, 14, 12, 10, 20, 1, 5, 8, 0, 5, 14, 4, 12, 14, 13, 1, 11, 17, 12, 12, 22, 11, 10, 15, 8, 4, 13, 20, 6, 8, 11, 13, 8, 13, 6, 11, 1, 3, 14, 13, 13, 6, 13, 5, 11, 20, 2, 12, 4, 22, 9, 8, 11, 22, 10, 19, 11, 12, 4, 16, 8, 24, 19, 7, 3, 13, 12, 9, 1, 12, 13, 6, 8, 3, 9, 24, 10, 6, 3, 1, 6, 6, 2, 6, 5, 13, 1, 1, 8, 12, 11, 9, 6, 7, 1, 11, 6, 12, 6, 11, 10, 16, 14, 9, 5, 13, 0, 8, 5, 2, 13, 14, 18, 18, 13, 9, 10, 0, 2, 2, 2, 4, 1, 5, 5, 10, 7, 13, 13, 13, 13, 1, 12, 21, 3, 12, 3, 7, 21, 12, 8, 11, 15, 2, 12, 16, 2, 11, 11, 5, 12, 6, 9, 3, 4, 8, 9, 13, 13, 4, 5, 11, 24, 8, 7, 15, 3, 13, 12, 16, 8, 1, 19, 10, 6, 17, 8, 10, 8, 9, 10, 5, 6, 14, 18, 11, 0, 13, 13, 10, 9, 24, 12, 0, 3, 10, 6, 3, 0, 8, 10, 6, 10, 6, 5, 11, 12, 8, 8, 4, 8, 10, 0, 12, 2, 6, 10, 6, 3, 10, 11, 12, 12, 14, 10, 1, 12, 10, 6, 10, 3, 10, 12, 0, 6, 2, 12, 5, 13, 11, 7, 10, 12, 11, 13, 27, 4, 12, 20, 5, 12, 6, 0, 1, 4, 12, 4, 15, 10, 13, 19, 3, 3, 0, 6, 7, 12, 21, 10, 3, 8, 0, 15, 3, 10, 7, 8, 2, 11, 8, 20, 0, 24, 2, 7, 13, 1, 11, 5, 2, 5, 13, 1, 10, 3, 13, 1, 5, 6, 9, 10, 14, 3, 6, 6, 6, 5, 11, 16, 15, 12, 1, 15, 3, 6, 4, 6, 6, 12, 2, 4, 15, 5, 12, 5, 13, 8, 8, 15, 3, 10, 6, 8, 2, 20, 1, 1, 1, 22, 5, 11, 6, 12, 0, 20, 20, 17, 6, 8, 4, 20, 11, 13, 10, 15, 20, 3, 16, 13, 15, 15, 14, 5, 15, 15, 14, 12, 6, 14, 4, 13, 1, 3, 10, 1, 5, 6, 2, 20, 18, 0, 10, 24, 2, 8, 8, 8, 15, 8, 16, 1, 6, 5, 6, 2, 6, 8, 6, 17, 20, 13, 9, 16, 1, 6, 15, 15, 6, 10, 19, 12, 6, 8, 6, 2, 0, 1, 12, 4, 13, 1, 15, 6, 19, 0, 8, 8, 5, 10, 12, 12, 20, 16, 8, 15, 3, 8, 20, 3, 11, 11, 8, 2, 15, 13, 0, 12, 8, 15, 13, 1, 7, 12, 13, 3, 10, 3, 13, 14, 20, 2, 10, 15, 3, 0, 9, 11, 16, 10, 15, 4, 4, 11, 7, 3, 4, 13, 12, 13, 11, 11, 1, 6, 16, 14, 10, 3, 13, 13, 13, 4, 3, 1, 3, 8, 20, 6, 22, 8, 8, 22, 24, 13, 16, 10, 5, 11, 13, 8, 6, 19, 14, 13, 8, 8, 12, 20, 1, 6, 8, 6, 2, 3, 5, 8, 5, 2, 11, 24, 8, 5, 10, 21, 5, 1, 8, 10, 2, 15, 11, 17, 15, 11, 19, 15, 16, 6, 13, 5, 6, 8, 2, 3, 8, 10, 6, 15, 15, 8, 0, 1, 3, 15, 0, 6, 6, 6, 4, 12, 13, 1, 8, 14, 11, 8, 3, 13, 4, 4, 14, 1, 6, 1, 21, 3, 3, 6, 15, 2, 22, 15, 8, 15, 13, 6, 3, 1, 6, 12, 6, 11, 8, 5, 16, 14, 14, 13, 11, 2, 0, 8, 9, 16, 1, 6, 19, 8, 13, 19, 21, 14, 10, 8, 12, 21, 13, 12, 3, 21, 11, 10, 18, 8, 20, 0, 1, 1, 12, 10, 6, 8, 11, 6, 21, 18, 6, 2, 6, 13, 5, 6, 8, 8, 5, 19, 13, 12, 2, 9, 12, 12, 12, 15, 8, 14, 21, 6, 5, 2, 12, 10, 8, 2, 8, 3, 13, 13, 2, 3, 3, 16, 13, 13, 21, 8, 5, 5, 19, 2, 0, 13, 0, 7, 4, 12, 7, 12, 16, 20, 14, 8, 15, 6, 1, 1, 22, 13, 13, 2, 20, 10, 15, 7, 7, 12, 2, 15, 16, 1, 11, 12, 13, 6, 24, 1, 8, 1, 4, 7, 10, 2, 1, 5, 5, 12, 4, 0, 11, 15, 9, 2, 13, 15, 4, 15, 11, 5, 12, 11, 13, 8, 6, 4, 13, 0, 11, 12, 13, 13, 5, 15, 13, 3, 20, 2, 11, 1, 12, 14, 13, 17, 3, 4, 14, 13, 3, 9, 17, 13, 6, 15, 6, 7, 13, 3, 5, 12, 10, 10, 17, 4, 15, 7, 3, 12, 13, 11, 11, 1, 18, 4, 13, 5, 1, 5, 12, 13, 11, 13, 8, 10, 21, 5, 6, 14, 10, 5, 9, 10, 13, 5, 6, 2, 3, 12, 12, 1, 14, 3, 11, 15, 9, 15, 12, 6, 8, 13, 8, 9, 20, 2, 8, 2, 6, 18, 12, 0, 12, 21, 3, 6, 11, 18, 3, 7, 13, 8, 14, 15, 9, 4, 6, 11, 1, 4, 8, 8, 8, 12, 12, 4, 11, 10, 8, 11, 5, 15, 1, 20, 10, 6, 14, 16, 6, 11, 21, 0, 1, 12, 6, 9, 19, 1, 3, 15, 2, 3, 0, 15, 13, 16, 19, 7, 12, 0, 3, 1, 24, 8, 3, 12, 12, 5, 11, 13, 8, 12, 4, 5, 2, 12, 14, 7, 4, 8, 9, 15, 8, 6, 8, 12, 9, 6, 5, 11, 5, 16, 8, 10, 11, 8, 12, 6, 16, 13, 8, 3, 13, 8, 0, 1, 14, 14, 10, 6, 11, 6, 18, 7, 15, 1, 2, 1, 4, 10, 11, 6, 12, 9, 6, 17, 15, 9, 0, 14, 2, 14, 13, 20, 2, 1, 16, 16, 12, 9, 2, 3, 20, 13, 2, 12, 12, 12, 6, 2, 14, 6, 13, 12, 9, 13, 2, 11, 8, 8, 10, 10, 8, 15, 6, 14, 9, 6, 9, 13, 2, 11, 1, 8, 5, 20, 12, 4, 8, 4, 8, 8, 19, 15, 1, 13, 13, 8, 8, 11, 16, 12, 19, 13, 1, 0, 5, 8, 3, 15, 12, 13, 13, 16, 8, 0, 13, 14, 12, 0, 13, 1, 5, 19, 5, 17, 5, 2, 5, 21, 12, 6, 13, 2, 3, 21, 4, 6, 14, 3, 9, 6, 12, 22, 13, 15, 1, 11, 11, 17, 0, 14, 12, 21, 13, 15, 12, 9, 6, 2, 5, 12, 1, 5, 3, 6, 2, 14, 14, 8, 3, 4, 8, 13, 14, 22, 20, 8, 3, 12, 19, 2, 9, 8, 14, 11, 5, 20, 6, 11, 6, 14, 9, 6, 11, 5, 13, 15, 11, 8, 10, 12, 13, 8, 8, 11, 10, 11, 0, 12, 8, 6, 14, 11, 8, 5, 1, 20, 12, 15, 13, 5, 4, 6, 6, 8, 20, 3, 10, 11, 2, 16, 21, 8, 17, 8, 13, 11, 14, 8, 8, 0, 2, 8, 12, 5, 1, 4, 6, 5, 0, 11, 2, 10, 6, 8, 8, 6, 12, 8, 4, 17, 6, 8, 13, 13, 10, 24, 11, 8, 15, 14, 13, 13, 11, 12, 10, 13, 16, 16, 8, 8, 14, 21, 7, 16, 3, 13, 8, 13, 8, 2, 8, 6, 19, 19, 6, 3, 9, 9, 6, 12, 18, 12, 15, 4, 13, 3, 1, 12, 5, 20, 13, 6, 12, 8, 16, 17, 12, 6, 6, 15, 0, 2, 11, 21, 4, 14, 11, 8, 15, 1, 5, 11, 9, 13, 4, 8, 5, 6, 6, 8, 12, 13, 4, 0, 1, 8, 12, 12, 20, 12, 9, 6, 13, 0, 15, 3, 8, 17, 7, 8, 9, 12, 10, 1, 7, 2, 6, 9, 11, 3, 4, 2, 0, 3, 11, 12, 2, 16, 6, 13, 4, 2, 5, 1, 3, 3, 22, 6, 4, 2, 10, 5, 12, 1, 11, 2, 0, 10, 19, 4, 1, 9, 6, 20, 7, 14, 10, 17, 6, 21, 6, 6, 2, 8, 21, 5, 0, 1, 15, 11, 3, 20, 8, 8, 3, 3, 3, 8, 14, 14, 11, 3, 14, 13, 1, 3, 13, 3, 9, 8, 12, 5, 4, 5, 13, 16, 8, 5, 7, 8, 4, 13, 4, 8, 3, 8, 24, 6, 20, 1, 4, 3, 1, 6, 3, 6, 2, 9, 18, 6, 27, 13, 1, 0, 12, 8, 13, 16, 0, 5, 11, 6, 13, 6, 7, 6, 6, 2, 11, 11, 24, 12, 5, 5, 1, 6, 1, 9, 4, 10, 4, 13, 6, 3, 1, 12, 5, 1, 6, 10, 12, 12, 8, 12, 4, 0, 7, 8, 24, 17, 10, 2, 0, 15, 5, 4, 15, 11, 1, 12, 1, 14, 15, 6, 21, 1, 14, 13, 11, 3, 11, 6, 1, 13, 14, 22, 20, 0, 5, 13, 7, 15, 12, 11, 22, 5, 2, 8, 21, 0, 13, 15, 13, 13, 10, 13, 21, 21, 10, 0, 16, 1, 6, 5, 11, 11, 2, 6, 13, 8, 7, 10, 3, 13, 6, 11, 15, 13, 13, 2, 4, 8, 22, 6, 24, 13, 24, 6, 12, 12, 13, 9, 13, 13, 11, 1, 14, 1, 4, 12, 12, 2, 14, 10, 1, 5, 2, 20, 13, 1, 11, 11, 4, 9, 3, 10, 20, 22, 8, 9, 22, 2, 0, 0, 21, 3, 15, 1, 12, 24, 5, 3, 6, 15, 11, 4, 15, 12, 7, 8, 10, 10, 6, 11, 8, 5, 15, 20, 4, 8, 1, 10, 2, 13, 8, 11, 10, 19, 12, 13, 17, 12, 8, 15, 15, 10, 24, 3, 0, 12, 3, 24, 7, 6, 16, 19, 12, 8, 12, 6, 12, 20, 8, 16, 13, 12, 17, 18, 6, 6, 10, 2, 3, 12, 9, 17, 2, 10, 8, 11, 1, 5, 10, 6, 9, 20, 24, 4, 6, 12, 8, 8, 3, 5, 8, 8, 13, 15, 5, 13, 4, 4, 8, 2, 6, 0, 3, 6, 6, 2, 1, 1, 13, 6, 3, 3, 10, 1, 12, 10, 6, 10, 9, 1, 14, 18, 10, 16, 16, 8, 6, 10, 10, 2, 14, 4, 8, 11, 8, 12, 6, 17, 21, 5, 2, 6, 11, 5, 11, 8, 6, 13, 8, 11, 9, 7, 0, 8, 9, 19, 3, 8, 6, 11, 0, 3, 13, 20, 12, 9, 8, 27, 2, 24, 12, 8, 8, 0, 10, 15, 14, 6, 3, 9, 12, 1, 1, 11, 15, 10, 10, 15, 11, 13, 11, 6, 3, 13, 12, 5, 19, 19, 0, 3, 11, 5, 5, 8, 0, 20, 15, 13, 3, 5, 10, 4, 17, 3, 11, 8, 14, 13, 6, 20, 12, 1, 9, 27, 6, 10, 8, 4, 12, 13, 16, 13, 22, 2, 6, 0, 19, 0, 10, 4, 3, 2, 1, 14, 12, 14, 13, 8, 12, 13, 5, 2, 13, 0, 4, 5, 12, 13, 12, 10, 12, 13, 11, 13, 11, 11, 8, 1, 6, 11, 20, 3, 6, 6, 14, 6, 8, 22, 16, 4, 14, 19, 8, 8, 16, 15, 7, 12, 0, 11, 6, 1, 12, 4, 13, 10, 8, 5, 4, 15, 14, 13, 4, 12, 13, 6, 8, 3, 8, 7, 21, 14, 12, 8, 10, 1, 11, 10, 11, 1, 13, 4, 1, 5, 2, 8, 13, 24, 17, 12, 12, 13, 8, 15, 6, 2, 11, 13, 4, 10, 20, 3, 21, 3, 8, 11, 12, 2, 13, 13, 3, 8, 20, 12, 12, 13, 5, 2, 12, 0, 16, 13, 16, 12, 11, 22, 3, 5, 2, 3, 4, 12, 3, 0, …
#> $ treatment <dbl> 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, …
rm(df_star_panel) # comment this line out if you want to keep data frame df_star_panel
##########
########## IPEDS
##########
# Load ipeds dataset from course website url
load(file = url('https://github.com/anyone-can-cook/educ152/raw/main/data/ipeds/output_data/panel_data.RData'))
# Create ipeds data frame with fewer variables/observations
df_ipeds_pop <- panel_data %>%
# keep IPEDS tuition data from fall of which year (e.g., fall 2016 is price for programs in 2016-17 academic year)
filter(year == 2016) %>%
# which universities to keep:
# 2015 carnegie classification: keep research universities (15,16,17) and master's universities (18,19,20)
filter(c15basic %in% c(15,16,17,18,19,20)) %>%
# which variables to keep
select(instnm,unitid,opeid6,opeid,control,c15basic,stabbr,city,zip,locale,obereg, # basic institutional characteristics
tuition6,fee6,tuition7,fee7, # avg tuition and fees for full-time grad, in-state and out-of-state
isprof3,ispfee3,osprof3,ospfee3, # avg tuition and fees for MD, in-state and out-of-state
isprof9,ispfee9,osprof9,ospfee9, # avg tuition and fees for Law, in-state and out-of-state
chg4ay3,chg7ay3,chg8ay3) %>% # [undergraduate] books+supplies; off-campus (not with family) room and board; off-campus (not with family) other expenses
# rename variables; syntax <new_name> = <old_name>
rename(region = obereg, # revion
tuit_grad_res = tuition6, fee_grad_res = fee6, tuit_grad_nres = tuition7, fee_grad_nres = fee7, # grad
tuit_md_res = isprof3, fee_md_res = ispfee3, tuit_md_nres = osprof3, fee_md_nres = ospfee3, # md
tuit_law_res = isprof9, fee_law_res = ispfee9, tuit_law_nres = osprof9, fee_law_nres = ospfee9, # law
books_supplies = chg4ay3, roomboard_off = chg7ay3, oth_expense_off = chg8ay3) %>% # [undergraduate] expenses
# create measures of tuition+fees
mutate(
tuitfee_grad_res = tuit_grad_res + fee_grad_res, # graduate, state resident
tuitfee_grad_nres = tuit_grad_nres + fee_grad_nres, # graduate, non-resident
tuitfee_md_res = tuit_md_res + fee_md_res, # MD, state resident
tuitfee_md_nres = tuit_md_nres + fee_md_nres, # MD, non-resident
tuitfee_law_res = tuit_law_res + fee_law_res, # Law, state resident
tuitfee_law_nres = tuit_law_nres + fee_law_nres) %>% # Law, non-resident
# create measures of cost-of-attendance (COA) as the sum of tuition, fees, book, living expenses
mutate(
coa_grad_res = tuit_grad_res + fee_grad_res + books_supplies + roomboard_off + oth_expense_off, # graduate, state resident
coa_grad_nres = tuit_grad_nres + fee_grad_nres + books_supplies + roomboard_off + oth_expense_off, # graduate, non-resident
coa_md_res = tuit_md_res + fee_md_res + books_supplies + roomboard_off + oth_expense_off, # MD, state resident
coa_md_nres = tuit_md_nres + fee_md_nres + books_supplies + roomboard_off + oth_expense_off, # MD, non-resident
coa_law_res = tuit_law_res + fee_law_res + books_supplies + roomboard_off + oth_expense_off, # Law, state resident
coa_law_nres = tuit_law_nres + fee_law_nres + books_supplies + roomboard_off + oth_expense_off) # %>% # Law, non-resident
# [COMMENTED THIS OUT] keep only observations that have non-missing values for the variable coa_grad_res
# this does cause us to lose some interesting universities, but doing this will eliminate some needless complications with respect to learning core concepts about statistical inference
#filter(!is.na(coa_grad_res))
# Add variable labels to the tuit+fees variables and coa variables
# tuition + fees variables
var_label(df_ipeds_pop[['tuitfee_grad_res']]) <- 'graduate, full-time, resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_grad_nres']]) <- 'graduate, full-time, non-resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_md_res']]) <- 'MD, full-time, state resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_md_nres']]) <- 'MD, full-time, non-resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_law_res']]) <- 'Law, full-time, state resident; avg tuition + required fees'
var_label(df_ipeds_pop[['tuitfee_law_nres']]) <- 'Law, full-time, non-resident; avg tuition + required fees'
# COA variables
var_label(df_ipeds_pop[['coa_grad_res']]) <- 'graduate, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_grad_nres']]) <- 'graduate, full-time, non-resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_md_res']]) <- 'MD, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_md_nres']]) <- 'MD, full-time, non-resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_law_res']]) <- 'Law, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
var_label(df_ipeds_pop[['coa_law_nres']]) <- 'Law, full-time, non-resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and board + (ug) off-campus other expenses'
#df_ipeds_pop %>% glimpse()
rm(panel_data) # comment this line out if you want to keep data frame panel_data
##########
########## SCORECARD DATA ON DEBT AND EARNINGS
##########
# load scorecard dataset from course website url
load(file = url('https://github.com/anyone-can-cook/educ152/raw/main/data/college_scorecard/output_data/df_debt_earn_panel_labelled.RData'))
df_scorecard <- df_debt_earn_panel_labelled %>%
# keep most recent year of data
filter(field_ay == '2017-18') %>%
# keep master's degrees
filter(credlev == 5) %>%
# carnegie categories to keep: 15 = Doctoral Universities: Very High Research Activity; 16 = Doctoral Universities: High Research Activity
# note: variable ccbasic from scorecard data is 2015 carnegie classification
filter(ccbasic %in% c(15,16,17,18,19,20)) %>%
# drop "parent plus" loan variables and other vars we won't use in this lecture
select(-contains('_pp'),-contains('_any'),-field_ay,-st_fips,-zip,-longitude,-latitude,-locale2,-highdeg,-accredagency,-relaffil,-hbcu,-annhi,-tribal,-aanapii,-hsi,-nanti,-main,-numbranch,-control) %>%
# create variable for broad field of degree (e.g., education, business)
mutate(cipdig2 = str_sub(string = cipcode, start = 1, end = 2)) %>%
# shorten variable cipdesc to make it more suitable for printing
mutate(cipdesc = str_sub(string = cipdesc, start = 1, end = 50)) %>%
# re-order variables
relocate(opeid6,unitid,instnm,ccbasic,stabbr,city,cipdig2)
#df_scorecard %>% glimpse()
# For debt and earnings variables, convert from character to numeric variables (which replaces "PrivacySuppressed" values with NA values)
df_scorecard <- df_scorecard %>%
mutate(
debt_all_stgp_eval_n = as.numeric(debt_all_stgp_eval_n),
debt_all_stgp_eval_mean = as.numeric(debt_all_stgp_eval_mean),
debt_all_stgp_eval_mdn = as.numeric(debt_all_stgp_eval_mdn),
debt_all_stgp_eval_mdn10yrpay = as.numeric(debt_all_stgp_eval_mdn10yrpay),
earn_count_wne_hi_1yr = as.numeric(earn_count_wne_hi_1yr),
earn_mdn_hi_1yr = as.numeric(earn_mdn_hi_1yr),
earn_count_wne_hi_2yr = as.numeric(earn_count_wne_hi_2yr),
earn_mdn_hi_2yr = as.numeric(earn_mdn_hi_2yr)
)
# add variable label to variable cipdig2
attr(df_scorecard[['cipdig2']], which = 'label') <- 'broad degree field code = 2-digit classification of instructional programs (CIP) degree code'
# add variable label attribute back to debt and earnings variables
for(v in c('debt_all_stgp_eval_n','debt_all_stgp_eval_mean','debt_all_stgp_eval_mdn','debt_all_stgp_eval_mdn10yrpay','earn_count_wne_hi_1yr','earn_mdn_hi_1yr','earn_count_wne_hi_2yr','earn_mdn_hi_2yr','cipdesc')) {
#writeLines(str_c('object v=', v))
#writeLines(attr(df_debt_earn_panel_labelled[[v]], which = 'label'))
attr(df_scorecard[[v]], which = 'label') <- attr(df_debt_earn_panel_labelled[[v]], which = 'label')
}
#df_scorecard %>% glimpse()
rm(df_debt_earn_panel_labelled) # comment this line out if you want to keep data frame df_debt_earn_panel_labelled
#earn_mdn_hi_2yr
##########
########## LEFT JOIN SCORECARD AND IPEDS DATA
##########
# investigate data structure
# df_scorecard; these vars uniquely identify observations
df_scorecard %>% group_by(opeid6,cipcode) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 28057
# df_ipeds_pop: these vars uniquely identify observations
df_ipeds_pop %>% group_by(unitid) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 1091
# join
# start with df_ipeds_pop, keep selected variables; then do do a right_join (i.e., keep obs in y table)
df_score_ipeds <- df_ipeds_pop %>%
select(-instnm,-opeid6,-opeid,-c15basic,-region,-locale,-city,-stabbr,-zip) %>% mutate(one=1) %>%
right_join(y=df_scorecard, by = 'unitid')
#df_score_ipeds %>% glimpse()
# 52 unitids from scorecard that don't have a match in ipeds
# could be due to differences in year; decision: drop thiese
df_score_ipeds %>% filter(is.na(one)) %>% count(unitid) # 52 unitids from scorecard data with missing IPEDS data
#> # A tibble: 52 x 2
#> unitid n
#> <dbl> <int>
#> 1 108232 21
#> 2 127556 5
#> 3 140872 7
#> 4 140988 3
#> 5 150941 6
#> 6 151290 4
#> 7 152381 3
#> 8 152567 6
#> 9 153001 8
#> 10 153126 3
#> # … with 42 more rows
df_score_ipeds %>% filter(is.na(one)) %>% count(instnm) # 52 unitids from scorecard data with missing IPEDS data
#> # A tibble: 52 x 2
#> instnm n
#> <chr> <int>
#> 1 Academy of Art University 21
#> 2 Augustana University 4
#> 3 Baker College 12
#> 4 Buena Vista University 8
#> 5 Calvin University 7
#> 6 Cedar Crest College 9
#> 7 Cedarville University 4
#> 8 Clarke University 3
#> 9 Coker University 3
#> 10 Colorado Mesa University 5
#> # … with 42 more rows
df_score_ipeds <- df_score_ipeds %>%
# drop unitids from scorecard that don't merge to ipeds data (on tuition)
filter(!is.na(one)) %>%
# drop observations that don't have mean debt data
filter(!is.na(debt_all_stgp_eval_mean)) %>%
# drop for-profits
filter(control !=3) %>%
# drop tuition/coa vars for law and md
select(-one,-contains('law'),-contains('md_')) %>%
relocate(opeid6,unitid,instnm,control,ccbasic,stabbr,region,city,locale,cipdig2,cipcode,cipdesc,credlev,creddesc,
contains('ipeds'),starts_with('debt'),starts_with('earn'))
df_score_ipeds %>% glimpse()
#> Rows: 9,444
#> Columns: 35
#> $ opeid6 <chr> "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001002", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "001052", "025034", "025034", "001055", "001055", "001055", "001055", "001005", "001005", "001005", "001005", "001005", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "001051", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "008310", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001009", "001003", "001003", "001003", "001003", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001020", "001024", "001024", "001024", "001024", "001024", "001024", "001004", "001004", "001004", "001004", "001016", "001016", "001016", "001016", "001016", "001016", "001036", "001036", "001036", "001036", "001036", "001036", "001036", "001036", "001036", "001036", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001057", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001047", "001050", "011462", "011462", "011462", "011462", "011462", "011462", "001063", "001063", "001065", "001065", "001065", "001065", "001061", "001061", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001081", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001083", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "001082", "020653", "001101", "001101", "001101", "001101", "001101", "001101", "001101", "001101", "001101", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001108", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001090", "001089", "001089", "001089", "001089", "001089", "001089", "001089", "001089", "001089", "001085", "001085", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001092", "001097", "001097", "001097", "001097", "001097", "001097", "001097", "001097", "001097", "001098", "001098", "001098", "001098", "001098", "001100", "001100", "001107", "001107", "001107", "001107", "001107", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001117", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "001122", "012154", "012154", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001125", "001133", "001133", "001133", "001133", "001133", "001133", "001133", "001133", "001133", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "001143", "007993", "007993", "007993", "007993", "007993", "007993", "001157", "001157", "001157", "001157", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001142", "001144", "001144", "001144", "001144", "001144", "001144", "001144", "001144", "001144", "001146", "001146", "001146", "001146", "001146", "001146", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001141", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001147", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001137", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001138", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001139", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001140", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001153", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001150", "001312", "001312", "001312", "001312", "001313", "001313", "001313", "001313", "001313", "001313", "001313", "001313", "001313", "001313", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001314", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001315", "001316", "001316", "001316", "001316", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001317", "001320", "001321", "001321", "001164", "001164", "001164", "001164", "001164", "001164", "001164", "001164", "020705", "020705", "020705", "020705", "020705", "020705", "020705", "001169", "001169", "001169", "001169", "001169", "001169", "001169", "001169", "001169", "001196", "001196", "001196", "001196", "001196", "001196", "020961", "001253", "001253", "001253", "001253", "001253", "001253", "001253", "001253", "001253", "001205", "001205", "001205", "001205", "001205", "001205", "001205", "001205", "001205", "001183", "001183", "001183", "001183", "001149", "001149", "001149", "001149", "001149", "001149", "001149", "001149", "004484", "004484", "004484", "001216", "001216", "001216", "001216", "001216", "001216", "001216", "001216", "001215", "001215", "001215", "001220", "001220", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "011649", "001238", "001238", "001238", "001238", "001238", "001238", "001238", "001243", "001243", "001243", "001243", "001243", "001243", "001243", "001243", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "011460", "001179", "001179", "001179", "001179", "001179", "001252", "001252", "001252", "001252", "001329", "001329", "001329", "001329", "001329", "001329", "001329", "010149", "010149", "010149", "010149", "010149", "010149", "010149", "010149", "010149", "001262", "001262", "001262", "001262", "001262", "001322", "001322", "001322", "001322", "001322", "001322", "001322", "001322", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "001151", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "010395", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001154", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001325", "001155", "001155", "001155", "001155", "001155", "001155", "001155", "001155", "001155", "001155", "001155", "001155", "001326",…
#> $ unitid <dbl> 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100654, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100663, 100690, 100690, 100706, 100706, 100706, 100706, 100724, 100724, 100724, 100724, 100724, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100751, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100830, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 100858, 101189, 101189, 101189, 101189, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101480, 101587, 101587, 101587, 101587, 101587, 101587, 101709, 101709, 101709, 101709, 101879, 101879, 101879, 101879, 101879, 101879, 102049, 102049, 102049, 102049, 102049, 102049, 102049, 102049, 102049, 102049, 102094, 102094, 102094, 102094, 102094, 102094, 102094, 102094, 102094, 102094, 102094, 102094, 102094, 102368, 102368, 102368, 102368, 102368, 102368, 102368, 102368, 102368, 102368, 102368, 102368, 102368, 102368, 102377, 102553, 102553, 102553, 102553, 102553, 102553, 102614, 102614, 102632, 102632, 102632, 102632, 102669, 102669, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104151, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 104179, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105330, 105589, 106245, 106245, 106245, 106245, 106245, 106245, 106245, 106245, 106245, 106397, 106397, 106397, 106397, 106397, 106397, 106397, 106397, 106397, 106397, 106397, 106397, 106397, 106397, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106458, 106467, 106467, 106467, 106467, 106467, 106467, 106467, 106467, 106467, 106485, 106485, 106704, 106704, 106704, 106704, 106704, 106704, 106704, 106704, 106704, 106704, 106704, 106704, 106704, 106704, 106704, 107044, 107044, 107044, 107044, 107044, 107044, 107044, 107044, 107044, 107071, 107071, 107071, 107071, 107071, 107141, 107141, 107983, 107983, 107983, 107983, 107983, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 109785, 110097, 110097, 110097, 110097, 110097, 110097, 110097, 110097, 110097, 110097, 110097, 110316, 110316, 110361, 110361, 110361, 110361, 110361, 110361, 110361, 110361, 110361, 110361, 110361, 110361, 110361, 110361, 110413, 110413, 110413, 110413, 110413, 110413, 110413, 110413, 110413, 110422, 110422, 110422, 110422, 110422, 110422, 110422, 110422, 110422, 110422, 110422, 110422, 110422, 110422, 110422, 110486, 110486, 110486, 110486, 110486, 110486, 110495, 110495, 110495, 110495, 110510, 110510, 110510, 110510, 110510, 110510, 110510, 110510, 110510, 110510, 110510, 110510, 110510, 110510, 110510, 110529, 110529, 110529, 110529, 110529, 110529, 110529, 110529, 110529, 110538, 110538, 110538, 110538, 110538, 110538, 110547, 110547, 110547, 110547, 110547, 110547, 110547, 110547, 110547, 110547, 110547, 110556, 110556, 110556, 110556, 110556, 110556, 110556, 110556, 110556, 110556, 110556, 110556, 110556, 110556, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110565, 110574, 110574, 110574, 110574, 110574, 110574, 110574, 110574, 110574, 110574, 110574, 110574, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110583, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110592, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110608, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110617, 110635, 110635, 110635, 110635, 110644, 110644, 110644, 110644, 110644, 110644, 110644, 110644, 110644, 110644, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110653, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110662, 110671, 110671, 110671, 110671, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110680, 110705, 110714, 110714, 111948, 111948, 111948, 111948, 111948, 111948, 111948, 111948, 112075, 112075, 112075, 112075, 112075, 112075, 112075, 112251, 112251, 112251, 112251, 112251, 112251, 112251, 112251, 112251, 113698, 113698, 113698, 113698, 113698, 113698, 114549, 114813, 114813, 114813, 114813, 114813, 114813, 114813, 114813, 114813, 115083, 115083, 115083, 115083, 115083, 115083, 115083, 115083, 115083, 115728, 115728, 115728, 115728, 115755, 115755, 115755, 115755, 115755, 115755, 115755, 115755, 116712, 116712, 116712, 117140, 117140, 117140, 117140, 117140, 117140, 117140, 117140, 117627, 117627, 117627, 117751, 117751, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 117946, 118888, 118888, 118888, 118888, 118888, 118888, 118888, 119173, 119173, 119173, 119173, 119173, 119173, 119173, 119173, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 119605, 120184, 120184, 120184, 120184, 120184, 120537, 120537, 120537, 120537, 120883, 120883, 120883, 120883, 120883, 120883, 120883, 121150, 121150, 121150, 121150, 121150, 121150, 121150, 121150, 121150, 121309, 121309, 121309, 121309, 121309, 121691, 121691, 121691, 121691, 121691, 121691, 121691, 121691, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122409, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122436, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122597, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122612, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122755, 122931, 122931, 122931, 122931, 122931, 122931, 122931, 123457, 123554, 123554, 123554, 123554, 123554, 123554, 123554, 123554, 123554, 123572, 123572, 123572, 123572, 123572, 123572, 123651, 123651, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 123961, 125897, 125897, 126182, 126182, 126182, 126182, 126182, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126562, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126580, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126614, 126669, 126669, 126669, 126669, 126775, 126775, 126775, 126775, 126775, 126775, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 126818, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127060, 127565, 127565, 127565, 127653, 127653, 127653, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127741, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 127918, 128106, 128106, 128106, 128391, 128391,…
#> $ instnm <chr> "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "Alabama A & M University", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "University of Alabama at Birmingham", "Amridge University", "Amridge University", "University of Alabama in Huntsville", "University of Alabama in Huntsville", "University of Alabama in Huntsville", "University of Alabama in Huntsville", "Alabama State University", "Alabama State University", "Alabama State University", "Alabama State University", "Alabama State University", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "The University of Alabama", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University at Montgomery", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Auburn University", "Faulkner University", "Faulkner University", "Faulkner University", "Faulkner University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "Jacksonville State University", "University of West Alabama", "University of West Alabama", "University of West Alabama", "University of West Alabama", "University of West Alabama", "University of West Alabama", "University of Montevallo", "University of Montevallo", "University of Montevallo", "University of Montevallo", "University of North Alabama", "University of North Alabama", "University of North Alabama", "University of North Alabama", "University of North Alabama", "University of North Alabama", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "Samford University", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "University of South Alabama", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Troy University", "Tuskegee University", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Anchorage", "University of Alaska Fairbanks", "University of Alaska Fairbanks", "University of Alaska Southeast", "University of Alaska Southeast", "University of Alaska Southeast", "University of Alaska Southeast", "Alaska Pacific University", "Alaska Pacific University", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "Arizona State University-Tempe", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "University of Arizona", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Northern Arizona University", "Prescott College", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas at Little Rock", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "University of Arkansas", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus", "Arkansas State University-Main Campus",…
#> $ control <dbl+lbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
#> $ ccbasic <dbl+lbl> 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 20, 20, 16, 16, 16, 16, 19, 19, 19, 19, 19, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 18, 18, 18, 18, 18, 18, 16, 16, 19, 19, 19, 19, 20, 20, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 20, 16, 16, 16, 16, 16, 16, 16, 16, 16, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 19, 19, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 16, 16, 16, 16, 16, 16, 16, 16, 16, 19, 19, 19, 19, 19, 19, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 19, 19, 19, 19, 19, 19, 19, 19, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 19, 19, 19, 19, 19, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 19, 19, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 19, 19, 19, 19, 19, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 20, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 20, 20, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 16, 16, 16, 16, 16, 16, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 19, 19, 19, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 20, 20, 20, 20, 20, 20, 19, 19, 19, 19, 19, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 20, 20, 18, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 16, 16, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 19, 19, 19, 16, 16, 16, 16, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 16, 16, 19, 19, 19, 19, 19, 19, 19, 19, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 19, 19, 19, 19, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 17, 17, 17, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 19, 19, 19, 19, 16, 16, 16, 16, 16, 16, 20, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 20, 20, 20, 19, 19, 19, 19, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 17, 17, 17, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 18, 18, 18, 18, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 18, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 19, 19, 19, 19, 19, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 16, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 18, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 17, 17, 17, 17, 17, 17, 17, 17, 17, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15,…
#> $ stabbr <chr> "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AL", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AK", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AZ", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "AR", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "CT", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DE", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "DC", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL",…
#> $ region <dbl+lbl> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5…
#> $ city <chr> "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Normal", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Montgomery", "Montgomery", "Huntsville", "Huntsville", "Huntsville", "Huntsville", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Tuscaloosa", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Auburn", "Montgomery", "Montgomery", "Montgomery", "Montgomery", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Jacksonville", "Livingston", "Livingston", "Livingston", "Livingston", "Livingston", "Livingston", "Montevallo", "Montevallo", "Montevallo", "Montevallo", "Florence", "Florence", "Florence", "Florence", "Florence", "Florence", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Birmingham", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Mobile", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Troy", "Tuskegee", "Anchorage", "Anchorage", "Anchorage", "Anchorage", "Anchorage", "Anchorage", "Fairbanks", "Fairbanks", "Juneau", "Juneau", "Juneau", "Juneau", "Anchorage", "Anchorage", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tempe", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Tucson", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Flagstaff", "Prescott", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Little Rock", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Fayetteville", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Jonesboro", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Russellville", "Monticello", "Monticello", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Conway", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Searcy", "Arkadelphia", "Arkadelphia", "Arkadelphia", "Arkadelphia", "Arkadelphia", "Siloam Springs", "Siloam Springs", "Magnolia", "Magnolia", "Magnolia", "Magnolia", "Magnolia", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "Azusa", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "La Mirada", "San Francisco", "San Francisco", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Riverside", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "Thousand Oaks", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "San Luis Obispo", "Bakersfield", "Bakersfield", "Bakersfield", "Bakersfield", "Bakersfield", "Bakersfield", "Turlock", "Turlock", "Turlock", "Turlock", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "San Bernardino", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Pomona", "Chico", "Chico", "Chico", "Chico", "Chico", "Chico", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Carson", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Fullerton", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Hayward", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Long Beach", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Northridge", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Sacramento", "Berkeley", "Berkeley", "Berkeley", "Berkeley", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Davis", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Los Angeles", "Riverside", "Riverside", "Riverside", "Riverside", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "La Jolla", "Santa Barbara", "Santa Cruz", "Santa Cruz", "Orange", "Orange", "Orange", "Orange", "Orange", "Orange", "Orange", "Orange", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Irvine", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "Claremont", "San Rafael", "San Rafael", "San Rafael", "San Rafael", "San Rafael", "San Rafael", "Santa Barbara", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "Fresno", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "San Francisco", "Oakland", "Oakland", "Oakland", "Oakland", "Arcata", "Arcata", "Arcata", "Arcata", "Arcata", "Arcata", "Arcata", "Arcata", "Pleasant Hill", "Pleasant Hill", "Pleasant Hill", "La Verne", "La Verne", "La Verne", "La Verne", "La Verne", "La Verne", "La Verne", "La Verne", "Riverside", "Riverside", "Riverside", "Santa Clarita", "Santa Clarita", "Los Angeles",…
#> $ locale <dbl+lbl> 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 12, 12, 12, 12, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 43, 43, 43, 43, 43, 43, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 32, 11, 11, 11, 11, 11, 11, 23, 23, 33, 33, 33, 33, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 33, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 33, 33, 33, 33, 33, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 11, 11, 11, 11, 11, 11, 23, 23, 23, 23, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 22, 13, 13, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 33, 33, 33, 33, 33, 33, 33, 33, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 13, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 33, 33, 33, 33, 33, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 33, 33, 33, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 31, 31, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 13, 13, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 12, 12, 21, 21, 21, 21, 21, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 23, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 11, 11, 11, 11, 11, 11, 23, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 21, 21, 21, 21, 21, 12, 12, 12, 12, 12, 12, 12, 12, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 31, 31, 31, 31, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 32, 32, 32, 32, 32, 32, 32, 12, 12, 12, 32, 32, 32, 32, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 11, 11, 11, 11, 11, 33, 33, 33, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 22, 22, 22, 22, 22, 22, 22, 22, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 12, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 21, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 21, 21, 21, 21, 21, 21, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 41, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 21, 21, 21, 21, 21, 21, 21, 21, 21, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13,…
#> $ cipdig2 <chr> "09", "11", "13", "13", "14", "19", "26", "31", "42", "44", "51", "52", "09", "13", "13", "13", "13", "13", "13", "14", "23", "26", "26", "30", "44", "45", "51", "51", "51", "51", "51", "51", "51", "52", "52", "52", "19", "52", "13", "51", "52", "52", "13", "13", "44", "44", "51", "13", "13", "13", "13", "19", "22", "23", "25", "42", "44", "44", "50", "51", "51", "51", "51", "52", "52", "52", "52", "13", "13", "13", "13", "13", "24", "31", "42", "43", "52", "52", "04", "13", "13", "13", "13", "13", "13", "14", "26", "26", "30", "42", "51", "51", "52", "52", "52", "43", "51", "52", "52", "13", "13", "13", "13", "13", "13", "13", "26", "31", "42", "43", "44", "51", "52", "13", "13", "13", "13", "13", "13", "13", "13", "51", "52", "13", "13", "13", "31", "51", "52", "13", "13", "13", "39", "44", "51", "51", "51", "52", "52", "11", "13", "13", "13", "13", "13", "13", "23", "51", "51", "51", "51", "52", "09", "13", "13", "13", "31", "42", "43", "44", "44", "45", "51", "52", "52", "52", "51", "13", "13", "13", "44", "51", "52", "13", "52", "13", "13", "13", "44", "42", "52", "03", "04", "04", "04", "04", "05", "09", "09", "09", "11", "13", "13", "13", "13", "13", "13", "13", "13", "13", "14", "14", "14", "14", "14", "14", "14", "14", "14", "15", "19", "19", "19", "22", "22", "22", "23", "24", "26", "26", "30", "42", "42", "43", "43", "44", "44", "44", "45", "45", "45", "50", "50", "50", "50", "51", "51", "52", "52", "52", "52", "52", "52", "52", "52", "52", "54", "03", "04", "04", "11", "13", "13", "13", "13", "13", "14", "22", "25", "26", "44", "45", "45", "50", "50", "51", "51", "51", "51", "52", "52", "13", "13", "13", "13", "13", "13", "14", "23", "23", "26", "42", "45", "50", "51", "51", "51", "52", "51", "13", "13", "13", "13", "44", "44", "44", "51", "52", "13", "13", "13", "13", "15", "31", "31", "44", "50", "51", "51", "52", "52", "52", "01", "13", "13", "13", "13", "13", "13", "19", "23", "31", "43", "44", "44", "51", "51", "52", "13", "13", "13", "13", "13", "13", "43", "51", "52", "13", "31", "13", "13", "13", "13", "13", "13", "19", "25", "45", "50", "51", "51", "51", "51", "52", "13", "13", "13", "13", "51", "51", "51", "51", "52", "13", "13", "31", "42", "51", "51", "52", "13", "13", "13", "31", "52", "13", "13", "13", "39", "42", "42", "44", "45", "50", "50", "51", "51", "52", "52", "52", "52", "13", "38", "38", "39", "39", "39", "39", "39", "51", "52", "52", "42", "51", "09", "09", "13", "13", "23", "31", "42", "44", "51", "51", "51", "52", "52", "52", "13", "13", "13", "13", "42", "51", "52", "52", "52", "01", "04", "13", "13", "14", "14", "14", "14", "23", "26", "42", "52", "52", "52", "52", "13", "13", "42", "44", "44", "52", "13", "44", "44", "52", "13", "13", "13", "13", "13", "42", "44", "44", "45", "45", "51", "51", "51", "52", "52", "04", "11", "13", "14", "23", "26", "42", "52", "54", "31", "42", "44", "45", "51", "52", "13", "19", "24", "30", "42", "44", "44", "51", "51", "51", "52", "13", "13", "13", "13", "23", "31", "42", "44", "44", "50", "51", "51", "51", "52", "03", "09", "13", "13", "13", "13", "14", "14", "14", "14", "23", "26", "27", "27", "31", "42", "42", "44", "44", "45", "50", "50", "50", "51", "51", "51", "51", "52", "52", "52", "54", "13", "13", "13", "27", "44", "44", "51", "51", "52", "52", "52", "52", "09", "13", "13", "13", "13", "13", "13", "13", "13", "23", "23", "27", "27", "31", "42", "43", "44", "44", "45", "50", "50", "50", "51", "51", "51", "51", "51", "52", "09", "13", "13", "13", "13", "14", "14", "16", "23", "27", "38", "44", "44", "45", "45", "45", "45", "50", "50", "50", "51", "51", "51", "52", "54", "09", "13", "13", "13", "13", "13", "14", "14", "19", "23", "24", "42", "42", "44", "44", "50", "50", "50", "51", "51", "51", "52", "52", "52", "52", "54", "13", "13", "13", "13", "14", "16", "19", "23", "23", "26", "42", "43", "44", "44", "45", "45", "51", "51", "52", "54", "09", "14", "14", "14", "13", "14", "43", "50", "51", "51", "51", "51", "52", "52", "04", "13", "26", "30", "42", "44", "45", "50", "51", "51", "51", "52", "52", "04", "04", "05", "11", "13", "14", "14", "14", "22", "25", "44", "44", "50", "50", "50", "50", "51", "51", "52", "13", "23", "44", "52", "11", "11", "13", "14", "14", "14", "22", "26", "26", "40", "45", "50", "51", "52", "03", "13", "45", "13", "13", "23", "50", "50", "51", "51", "52", "13", "13", "13", "13", "30", "31", "52", "05", "23", "27", "42", "50", "50", "51", "52", "52", "13", "24", "42", "51", "51", "52", "42", "13", "13", "13", "31", "51", "51", "51", "52", "52", "22", "42", "44", "52", "52", "52", "52", "52", "52", "13", "42", "51", "52", "03", "13", "31", "42", "44", "45", "45", "52", "30", "31", "42", "13", "13", "19", "44", "51", "51", "52", "52", "13", "39", "52", "39", "39", "13", "13", "13", "13", "13", "13", "13", "14", "22", "22", "42", "50", "50", "51", "51", "52", "13", "13", "23", "30", "44", "50", "52", "13", "13", "13", "23", "24", "42", "50", "52", "09", "11", "11", "13", "13", "13", "13", "13", "13", "13", "15", "15", "23", "23", "27", "30", "31", "42", "42", "43", "43", "43", "44", "50", "50", "51", "51", "51", "51", "52", "52", "52", "52", "54", "13", "42", "44", "51", "52", "13", "39", "42", "52", "13", "13", "22", "45", "51", "51", "52", "13", "13", "13", "30", "42", "42", "44", "52", "52", "13", "13", "31", "51", "52", "13", "13", "13", "13", "45", "51", "52", "52", "09", "13", "13", "13", "13", "13", "13", "16", "23", "31", "42", "42", "44", "44", "45", "45", "50", "51", "51", "51", "51", "52", "52", "52", "13", "13", "13", "13", "13", "13", "13", "22", "30", "42", "43", "43", "51", "51", "51", "52", "52", "52", "05", "13", "13", "13", "23", "23", "26", "30", "31", "38", "42", "44", "44", "50", "51", "51", "51", "51", "52", "52", "03", "05", "09", "11", "13", "13", "13", "13", "13", "13", "13", "22", "26", "30", "30", "31", "42", "44", "45", "45", "51", "51", "52", "52", "52", "04", "09", "13", "13", "25", "31", "44", "51", "51", "51", "52", "52", "13", "13", "14", "14", "39", "42", "52", "42", "13", "13", "13", "13", "23", "24", "52", "52", "52", "13", "13", "23", "42", "51", "52", "42", "51", "04", "04", "04", "04", "09", "09", "09", "11", "13", "13", "13", "13", "13", "14", "14", "14", "14", "14", "14", "14", "22", "25", "26", "26", "30", "30", "30", "42", "44", "44", "44", "44", "45", "50", "50", "50", "51", "51", "51", "51", "51", "51", "51", "52", "52", "52", "52", "52", "52", "52", "52", "52", "04", "52", "13", "13", "24", "42", "52", "03", "04", "04", "04", "11", "13", "13", "13", "13", "13", "14", "14", "24", "25", "26", "26", "26", "43", "44", "45", "45", "45", "50", "51", "51", "52", "52", "52", "52", "52", "52", "54", "09", "13", "13", "13", "30", "42", "44", "45", "51", "52", "54", "03", "09", "11", "13", "14", "14", "14", "14", "14", "23", "50", "50", "51", "52", "52", "52", "13", "13", "42", "52", "11", "14", "14", "15", "40", "45", "01", "03", "03", "09", "11", "13", "13", "14", "14", "19", "23", "23", "26", "26", "26", "26", "27", "30", "30", "30", "44", "50", "50", "51", "52", "52", "54", "03", "09", "09", "11", "13", "13", "22", "22", "23", "24", "25", "30", "42", "42", "44", "44", "44", "45", "45", "45", "45", "50", "50", "51", "52", "52", "52", "52", "52", "52", "52", "52", "52", "13", "44", "52", "23", "42", "50", "13", "13", "13", "13", "13", "13", "16", "26", "31", "42", "50", "51", "51", "52", "11", "13", "13", "13", "26", "30", "42", "45", "51", "51", "52", "52", "13", "51", "52", "03", "13", "23", "43", "44", "51", "52", "52", "13", "13", "13", "19", "45", "51", "51", "51", "52", "09", "13", "13", "13", "13", "13", "26", "27", "42", "43", "51", "51", "52", "52", "52", "54", "13", "14", "31", "42", "44", "44", "50", "51", "51", "51", "52", "52", "52", "52", "13", "52", "13", "23", "42", "51", "51", "52", "52", "04", "13", "13", "42", "50", "50", "51", "51", "52", "52", "52", "14", "26", "42", "43", "43", "43", "44", "51", "52", "52", "09", "09", "13", "13", "13", "26", "26", "44", "51", "51", "51", "52", "52", "52", "09", "09", "13", "26", "42", "43", "43", "51", "51", "51", "51", "52", "52", "52", "13", "13", "13", "26", "30", "42", "44", "51", "51", "52", "13", "13", "13", "13", "23", "23", "31", "40", "42", "44", "51", "51", "51", "52", "13", "42", "52", "03", "04", "04", "26", "38", "39", "39", "50", "50", "50", "50", "50", "51", "51", "51", "51", "52", "31", "44", "13", "13", "13", "42", "44", "50", "50", "51", "51", "52", "13", "13", "13", "13", "13", "13", "13", "43", "43", "44", "44", "45", "51", "51", "51", "51", "52", "52", "52", "52", "52", "52", "03", "09", "09", "09", "09", "10", "13", "13", "13", "13", "19", "22", "23", "30", "38", "42", "43", "43", "44", "44", "45", "45", "45", "45", "50", "50", "50", "51", "52", "52", "52", "52", "52", "54", "39", "42", "50", "51", "52", "52", "13", "44", "51", "16", "44", "51", "52", "03", "05", "09", "09", "09", "11", "11", "13", "13", "13", "13", "13", "13", "13", "14", "15", "22", "22", "26", "26", "30", "42", "43", "43", "43", "44", "44", "45", "45", "45", "45", "50", "50", "51", "51", "51", "51", "51", "51", "51", "51", "52", "52", "52", "52", "52", "54", "04", "05", "09", "09", "11", "15", "22", "23", "24", "26", "26", "26", "26", "26", "27", "30", "30", "30", "31", "43", "44", "45", "45", "45", "51", "51", "51", "52", "52", "52", "52", "52", "52", "39", "44", "45", "50", "51", "51", "51", "52", "13", "13", "13", "13", "51", "51", "52", "52", "13", "13", "26", "26", "31", "42", "44", "44", "51", "51", "51", "52", "09", "42", "52", "11", "13", "13", "13", "13", "13", "13", "13", "13", "15", "23", "26", "31", "42", "43", "44", "44", "50", "51", "51", "51", "51", "51", "52", "52", "52", "52", "52", "14", "14", "15", "42", "45", "49", "52", "52", "04", "31", "42", "44", "45", "51", "51", "51", "52", "04", "13", "13", "13", "13", "13", "14", "26", "31", "43", "44", "45", "45", "45", "51", "51", "51", "51", "52", "52", "52", "52", "11", "15", "42", "52", "52", "52", "52", "04", "04",…
#> $ cipcode <chr> "0901", "1101", "1304", "1312", "1499", "1901", "2601", "3105", "4228", "4407", "5102", "5202", "0901", "1304", "1310", "1311", "1312", "1313", "1314", "1401", "2301", "2601", "2612", "3019", "4404", "4511", "5107", "5109", "5110", "5122", "5123", "5131", "5138", "5202", "5203", "5212", "1907", "5202", "1312", "5138", "5202", "5213", "1304", "1312", "4407", "4499", "5123", "1304", "1310", "1312", "1313", "1901", "2202", "2313", "2501", "4228", "4404", "4407", "5005", "5102", "5123", "5138", "5199", "5202", "5203", "5213", "5214", "1304", "1305", "1310", "1311", "1312", "2401", "3105", "4201", "4301", "5201", "5203", "0410", "1301", "1304", "1310", "1311", "1312", "1313", "1404", "2601", "2609", "3019", "4201", "5102", "5138", "5202", "5203", "5212", "4301", "5115", "5202", "5213", "1301", "1304", "1305", "1310", "1311", "1312", "1313", "2601", "3105", "4201", "4301", "4404", "5138", "5201", "1304", "1305", "1310", "1311", "1312", "1313", "1311", "1312", "5102", "5202", "1301", "1304", "1312", "3199", "5138", "5202", "1304", "1310", "1312", "3906", "4407", "5102", "5123", "5138", "5202", "5203", "1101", "1304", "1310", "1311", "1312", "1313", "1399", "2301", "5102", "5109", "5123", "5138", "5203", "0901", "1304", "1311", "1312", "3105", "4228", "4301", "4404", "4407", "4501", "5138", "5202", "5203", "5210", "5123", "1301", "1304", "1311", "4407", "5138", "5213", "1311", "5202", "1304", "1310", "1312", "4404", "4228", "5202", "0301", "0402", "0403", "0409", "0410", "0502", "0901", "0904", "0909", "1107", "1303", "1304", "1305", "1309", "1310", "1311", "1312", "1313", "1314", "1401", "1402", "1405", "1407", "1408", "1409", "1410", "1413", "1419", "1599", "1904", "1905", "1907", "2200", "2202", "2299", "2301", "2401", "2611", "2699", "3000", "4201", "4228", "4301", "4303", "4404", "4405", "4407", "4507", "4509", "4511", "5004", "5005", "5007", "5009", "5102", "5122", "5201", "5202", "5203", "5208", "5209", "5211", "5213", "5216", "5220", "5401", "0301", "0402", "0406", "1101", "1301", "1304", "1310", "1312", "1313", "1410", "2299", "2501", "2699", "4404", "4507", "4509", "5007", "5009", "5102", "5115", "5122", "5138", "5202", "5203", "1302", "1304", "1310", "1311", "1312", "1313", "1401", "2313", "2399", "2601", "4228", "4502", "5009", "5102", "5109", "5138", "5202", "5115", "1304", "1305", "1311", "1312", "4404", "4407", "4499", "5123", "5202", "1304", "1311", "1312", "1313", "1515", "3103", "3105", "4407", "5009", "5102", "5109", "5202", "5203", "5213", "0101", "1303", "1304", "1310", "1311", "1312", "1313", "1907", "2301", "3105", "4303", "4404", "4407", "5102", "5138", "5202", "1301", "1304", "1305", "1311", "1314", "1399", "4303", "5107", "5202", "1312", "3105", "1301", "1304", "1310", "1311", "1312", "1313", "1901", "2599", "4507", "5009", "5102", "5115", "5123", "5138", "5202", "1304", "1311", "1312", "1313", "5102", "5109", "5115", "5138", "5202", "1304", "1312", "3105", "4227", "5115", "5115", "5202", "1305", "1311", "1312", "3105", "5202", "1301", "1313", "1314", "3906", "4228", "4299", "4407", "4599", "5007", "5009", "5109", "5138", "5201", "5202", "5203", "5210", "1301", "3800", "3899", "3902", "3903", "3906", "3907", "3999", "5102", "5201", "5203", "4228", "5133", "0901", "0909", "1301", "1311", "2301", "3105", "4228", "4404", "5109", "5122", "5138", "5201", "5202", "5203", "1304", "1310", "1311", "1312", "4228", "5115", "5202", "5208", "5210", "0109", "0403", "1301", "1313", "1401", "1408", "1410", "1419", "2301", "2601", "4201", "5202", "5203", "5213", "5216", "1301", "1311", "4228", "4404", "4407", "5202", "1301", "4404", "4407", "5202", "1301", "1304", "1305", "1310", "1313", "4228", "4404", "4407", "4501", "4509", "5107", "5122", "5123", "5202", "5203", "0403", "1107", "1301", "1408", "2301", "2601", "4201", "5202", "5401", "3105", "4201", "4407", "4502", "5102", "5202", "1301", "1907", "2401", "3005", "4228", "4404", "4407", "5123", "5138", "5199", "5202", "1301", "1303", "1311", "1312", "2313", "3105", "4201", "4404", "4407", "5009", "5115", "5123", "5138", "5202", "0301", "0901", "1304", "1310", "1312", "1313", "1408", "1409", "1414", "1419", "2301", "2601", "2703", "2705", "3105", "4201", "4228", "4407", "4499", "4511", "5005", "5007", "5009", "5102", "5115", "5122", "5138", "5202", "5203", "5216", "5401", "1301", "1304", "1311", "2705", "4404", "4407", "5102", "5107", "5202", "5203", "5213", "5220", "0901", "1302", "1303", "1304", "1305", "1309", "1310", "1311", "1312", "2301", "2313", "2701", "2703", "3105", "4228", "4399", "4404", "4407", "4507", "5005", "5007", "5009", "5102", "5107", "5115", "5122", "5131", "5202", "0901", "1301", "1310", "1311", "1312", "1410", "1419", "1609", "2301", "2701", "3801", "4404", "4407", "4502", "4506", "4510", "4511", "5001", "5007", "5009", "5107", "5131", "5138", "5202", "5401", "0901", "1304", "1310", "1311", "1312", "1399", "1408", "1436", "1901", "2301", "2401", "4201", "4228", "4404", "4407", "5005", "5007", "5009", "5102", "5107", "5122", "5202", "5203", "5209", "5216", "5401", "1301", "1303", "1304", "1311", "1408", "1609", "1907", "2301", "2313", "2601", "4201", "4301", "4404", "4407", "4510", "4511", "5102", "5138", "5202", "5401", "0904", "1407", "1408", "1419", "1301", "1408", "4304", "5007", "5100", "5122", "5138", "5199", "5202", "5203", "0403", "1312", "2612", "3031", "4228", "4405", "4504", "5007", "5107", "5122", "5138", "5202", "5203", "0402", "0403", "0502", "1101", "1301", "1408", "1410", "1419", "2202", "2599", "4405", "4407", "5005", "5006", "5007", "5009", "5122", "5138", "5202", "1301", "2313", "4405", "5202", "1101", "1107", "1301", "1405", "1408", "1410", "2202", "2601", "2613", "4006", "4509", "5005", "5114", "5202", "0301", "1306", "4506", "1304", "1312", "2313", "5005", "5006", "5109", "5115", "5202", "1303", "1304", "1305", "1311", "3020", "3105", "5202", "0502", "2301", "2701", "4201", "5007", "5010", "5122", "5202", "5210", "1312", "2401", "4228", "5110", "5123", "5202", "4228", "1304", "1312", "1313", "3105", "5109", "5115", "5138", "5202", "5299", "2202", "4201", "4404", "5202", "5203", "5208", "5210", "5214", "5216", "1304", "4228", "5138", "5202", "0301", "1301", "3105", "4201", "4407", "4501", "4511", "5202", "3014", "3105", "4228", "1311", "1399", "1907", "4404", "5107", "5115", "5202", "5210", "1311", "3906", "5202", "3906", "3907", "1301", "1302", "1304", "1310", "1311", "1312", "1313", "1405", "2201", "2202", "4228", "5005", "5006", "5115", "5136", "5201", "1301", "1304", "2313", "3099", "4405", "5009", "5206", "1301", "1310", "1312", "2313", "2401", "4228", "5006", "5202", "0901", "1107", "1110", "1301", "1302", "1304", "1305", "1310", "1311", "1312", "1503", "1515", "2301", "2313", "2705", "3033", "3105", "4201", "4228", "4301", "4303", "4304", "4404", "5005", "5006", "5107", "5122", "5127", "5138", "5202", "5203", "5210", "5212", "5401", "1301", "4228", "4404", "5115", "5202", "1309", "3906", "4228", "5202", "1303", "1304", "2202", "4509", "5102", "5105", "5202", "1301", "1304", "1312", "3028", "4201", "4228", "4405", "5202", "5210", "1301", "1310", "3105", "5138", "5202", "1303", "1310", "1311", "1312", "4507", "5102", "5201", "5202", "0901", "1304", "1305", "1310", "1311", "1312", "1313", "1609", "2313", "3105", "4201", "4228", "4404", "4407", "4504", "4509", "5005", "5102", "5122", "5123", "5138", "5202", "5203", "5208", "1301", "1303", "1304", "1310", "1312", "1313", "1314", "2202", "3005", "4228", "4301", "4304", "5115", "5127", "5138", "5202", "5208", "5215", "0502", "1301", "1310", "1311", "2301", "2313", "2601", "3017", "3105", "3801", "4228", "4404", "4407", "5006", "5102", "5115", "5122", "5138", "5202", "5203", "0301", "0501", "0909", "1101", "1301", "1302", "1304", "1310", "1312", "1313", "1314", "2202", "2612", "3014", "3020", "3105", "4228", "4404", "4506", "4512", "5122", "5138", "5202", "5210", "5213", "0403", "0901", "1304", "1311", "2501", "3105", "4407", "5102", "5122", "5123", "5202", "5203", "1304", "1312", "1409", "1410", "3906", "4228", "5202", "4228", "1301", "1304", "1311", "1312", "2313", "2401", "5201", "5202", "5203", "1301", "1311", "2301", "4201", "5138", "5202", "4228", "5138", "0402", "0403", "0409", "0410", "0901", "0904", "0909", "1107", "1304", "1306", "1311", "1313", "1314", "1402", "1405", "1408", "1410", "1419", "1425", "1499", "2202", "2501", "2604", "2611", "3011", "3020", "3099", "4228", "4404", "4405", "4407", "4499", "4507", "5005", "5006", "5009", "5107", "5109", "5115", "5120", "5122", "5123", "5138", "5202", "5203", "5207", "5208", "5210", "5211", "5213", "5214", "5216", "0402", "5202", "1312", "1313", "2401", "4228", "5202", "0301", "0402", "0403", "0406", "1104", "1301", "1303", "1304", "1310", "1311", "1405", "1408", "2401", "2501", "2601", "2604", "2612", "4301", "4404", "4502", "4506", "4510", "5009", "5122", "5138", "5202", "5203", "5208", "5210", "5213", "5216", "5401", "0901", "1303", "1304", "1311", "3001", "4201", "4404", "4511", "5138", "5202", "5401", "0301", "0904", "1107", "1313", "1401", "1402", "1408", "1410", "1419", "2301", "5007", "5009", "5102", "5202", "5203", "5213", "1303", "1310", "4228", "5202", "1107", "1408", "1419", "1515", "4006", "4506", "0100", "0301", "0302", "0901", "1104", "1304", "1312", "1401", "1408", "1907", "2301", "2313", "2601", "2605", "2607", "2610", "2703", "3001", "3018", "3019", "4407", "5009", "5010", "5123", "5202", "5203", "5401", "0302", "0901", "0999", "1101", "1303", "1304", "2202", "2299", "2313", "2401", "2501", "3020", "4228", "4299", "4404", "4405", "4407", "4502", "4506", "4507", "4509", "5007", "5009", "5107", "5201", "5202", "5203", "5208", "5210", "5213", "5214", "5215", "5216", "1301", "4407", "5203", "2313", "4228", "5005", "1301", "1302", "1304", "1310", "1311", "1313", "1616", "2601", "3105", "4228", "5009", "5102", "5138", "5203", "1101", "1301", "1304", "1313", "2605", "3099", "4228", "4504", "5115", "5138", "5202", "5203", "1301", "5138", "5201", "0301", "1301",…
#> $ cipdesc <chr> "Communication and Media Studies.", "Computer and Information Sciences, General.", "Educational Administration and Supervision.", "Teacher Education and Professional Development, Sp", "Engineering, Other.", "Family and Consumer Sciences/Human Sciences, Gener", "Biology, General.", "Health and Physical Education/Fitness.", "Clinical, Counseling and Applied Psychology.", "Social Work.", "Communication Disorders Sciences and Services.", "Business Administration, Management and Operations", "Communication and Media Studies.", "Educational Administration and Supervision.", "Special Education and Teaching.", "Student Counseling and Personnel Services.", "Teacher Education and Professional Development, Sp", "Teacher Education and Professional Development, Sp", "Teaching English or French as a Second or Foreign ", "Engineering, General.", "English Language and Literature, General.", "Biology, General.", "Biotechnology.", "Nutrition Sciences.", "Public Administration.", "Sociology.", "Health and Medical Administrative Services.", "Allied Health Diagnostic, Intervention, and Treatm", "Clinical/Medical Laboratory Science/Research and A", "Public Health.", "Rehabilitation and Therapeutic Professions.", "Dietetics and Clinical Nutrition Services.", "Registered Nursing, Nursing Administration, Nursin", "Business Administration, Management and Operations", "Accounting and Related Services.", "Management Information Systems and Services.", "Human Development, Family Studies, and Related Ser", "Business Administration, Management and Operations", "Teacher Education and Professional Development, Sp", "Registered Nursing, Nursing Administration, Nursin", "Business Administration, Management and Operations", "Management Sciences and Quantitative Methods.", "Educational Administration and Supervision.", "Teacher Education and Professional Development, Sp", "Social Work.", "Public Administration and Social Service Professio", "Rehabilitation and Therapeutic Professions.", "Educational Administration and Supervision.", "Special Education and Teaching.", "Teacher Education and Professional Development, Sp", "Teacher Education and Professional Development, Sp", "Family and Consumer Sciences/Human Sciences, Gener", "Legal Research and Advanced Professional Studies.", "Rhetoric and Composition/Writing Studies.", "Library Science and Administration.", "Clinical, Counseling and Applied Psychology.", "Public Administration.", "Social Work.", "Drama/Theatre Arts and Stagecraft.", "Communication Disorders Sciences and Services.", "Rehabilitation and Therapeutic Professions.", "Registered Nursing, Nursing Administration, Nursin", "Health Professions and Related Clinical Sciences, ", "Business Administration, Management and Operations", "Accounting and Related Services.", "Management Sciences and Quantitative Methods.", "Marketing.", "Educational Administration and Supervision.", "Educational/Instructional Media Design.", "Special Education and Teaching.", "Student Counseling and Personnel Services.", "Teacher Education and Professional Development, Sp", "Liberal Arts and Sciences, General Studies and Hum", "Health and Physical Education/Fitness.", "Psychology, General.", "Criminal Justice and Corrections.", "Business/Commerce, General.", "Accounting and Related Services.", "Real Estate Development.", "Education, General.", "Educational Administration and Supervision.", "Special Education and Teaching.", "Student Counseling and Personnel Services.", "Teacher Education and Professional Development, Sp", "Teacher Education and Professional Development, Sp", "Architectural Engineering.", "Biology, General.", "Physiology, Pathology and Related Sciences.", "Nutrition Sciences.", "Psychology, General.", "Communication Disorders Sciences and Services.", "Registered Nursing, Nursing Administration, Nursin", "Business Administration, Management and Operations", "Accounting and Related Services.", "Management Information Systems and Services.", "Criminal Justice and Corrections.", "Mental and Social Health Services and Allied Profe", "Business Administration, Management and Operations", "Management Sciences and Quantitative Methods.", "Education, General.", "Educational Administration and Supervision.", "Educational/Instructional Media Design.", "Special Education and Teaching.", "Student Counseling and Personnel Services.", "Teacher Education and Professional Development, Sp", "Teacher Education and Professional Development, Sp", "Biology, General.", "Health and Physical Education/Fitness.", "Psychology, General.", "Criminal Justice and Corrections.", "Public Administration.", "Registered Nursing, Nursing Administration, Nursin", "Business/Commerce, General.", "Educational Administration and Supervision.", "Educational/Instructional Media Design.", "Special Education and Teaching.", "Student Counseling and Personnel Services.", "Teacher Education and Professional Development, Sp", "Teacher Education and Professional Development, Sp", "Student Counseling and Personnel Services.", "Teacher Education and Professional Development, Sp", "Communication Disorders Sciences and Services.", "Business Administration, Management and Operations", "Education, General.", "Educational Administration and Supervision.", "Teacher Education and Professional Development, Sp", "Parks, Recreation, Leisure, and Fitness Studies, O", "Registered Nursing, Nursing Administration, Nursin", "Business Administration, Management and Operations", "Educational Administration and Supervision.", "Special Education and Teaching.", "Teacher Education and Professional Development, Sp", "Theological and Ministerial Studies.", "Social Work.", "Communication Disorders Sciences and Services.", "Rehabilitation and Therapeutic Professions.", "Registered Nursing, Nursing Administration, Nursin", "Business Administration, Management and Operations", "Accounting and Related Services.", "Computer and Information Sciences, General.", "Educational Administration and Supervision.", "Special Education and Teaching.", "Student Counseling and Personnel Services.", "Teacher Education and Professional Development, Sp", "Teacher Education and Professional Development, Sp", "Education, Other.", "English Language and Literature, General.", "Communication Disorders Sciences and Services.", "Allied Health Diagnostic, Intervention, and Treatm", "Rehabilitation and Therapeutic Professions.", "Registered Nursing, Nursing Administration, Nursin", "Accounting and Related Services.", "Communication and Media Studies.", "Educational Administration and Supervision.", "Student Counseling and Personnel Services.", "Teacher Education and Professional Development, Sp", "Health and Physical Education/Fitness.", "Clinical, Counseling and Applied Psychology.", "Criminal Justice and Corrections.", "Public Administration.", "Social Work.", "Social Sciences, General.", "Registered Nursing, Nursing Administration, Nursin", "Business Administration, Management and Operations", "Accounting and Related Services.", "Human Resources Management and Services.", "Rehabilitation and Therapeutic Professions.", "Education, General.", "Educational Administration and Supervision.", "Student Counseling and Personnel Services.", "Social Work.", "Registered Nursing, Nursing Administration, Nursin", "Management Sciences and Quantitative Methods.", "Student Counseling and Personnel Services.", "Business Administration, Management and Operations", "Educational Administration and Supervision.", "Special Education and Teaching.", "Teacher Education and Professional Development, Sp", "Public Administration.", "Clinical, Counseling and Applied Psychology.", "Business Administration, Management and Operations", "Natural Resources Conservation and Research.", "Architecture.", "City/Urban, Community and Regional Planning.", "Architectural Sciences and Technology.", "Real Estate Development.", "Ethnic, Cultural Minority, Gender, and Group Studi", "Communication and Media Studies.", "Journalism.", "Public Relations, Advertising, and Applied Communi", "Computer Science.", "Curriculum and Instruction.", "Educational Administration and Supervision.", "Educational/Instructional Media Design.", "Social and Philosophical Foundations of Education.", "Special Education and Teaching.", "Student Counseling and Personnel Services.", "Teacher Education and Professional Development, Sp", "Teacher Education and Professional Development, Sp", "Teaching English or French as a Second or Foreign ", "Engineering, General.", "Aerospace, Aeronautical and Astronautical Engineer", "Biomedical/Medical Engineering.", "Chemical Engineering.", "Civil Engineering.", "Computer Engineering.", "Electrical, Electronics and Communications Enginee", "Engineering Science.", "Mechanical Engineering.", "Engineering Technologies/Technicians, Other.", "Family and Consumer Economics and Related Studies.", "Foods, Nutrition, and Related Services.", "Human Development, Family Studies, and Related Ser", "Non-Professional General Legal Studies (Undergradu", "Legal Research and Advanced Professional Studies.", "Legal Professions and Studies, Other.", "English Language and Literature, General.", "Liberal Arts and Sciences, General Studies and Hum", "Biomathematics, Bioinformatics, and Computational ", "Biological and Biomedical Sciences, Other.", "Multi-/Interdisciplinary Studies, General.", "Psychology, General.", "Clinical, Counseling and Applied Psychology.", "Criminal Justice and Corrections.", "Homeland Security.", "Public Administration.", "Public Policy Analysis.", "Social Work.", "Geography and Cartography.", "International Relations and National Security Stud", "Sociology.", "Design and Applied Arts.", "Drama/Theatre Arts and Stagecraft.", "Fine and Studio Arts.", "Music.", "Communication Disorders Sciences and Services.", "Public Health.", "Business/Commerce, General.", "Business Administration, Management and Operations", "Accounting and Related Servic…
#> $ credlev <dbl+lbl> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5…
#> $ creddesc <chr> "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Ma…
#> $ ipedscount1 <chr> "8", "15", "14", "28", "9", "8", "23", "11", "56", "92", "28", "30", "13", "11", "28", "26", "68", "15", "61", "122", "11", "48", "11", "NULL", "29", "9", "106", "64", "23", "136", "55", "42", "554", "115", "83", "35", "28", "23", "26", "96", "95", "17", "18", "19", "7", "17", "43", "36", "24", "52", "36", "200", "57", "15", "72", "19", "9", "189", "11", "25", "13", "50", "56", "152", "89", "44", "55", "12", "18", "16", "9", "29", "16", "18", "8", "23", "46", "10", "14", "NULL", "53", "34", "27", "59", "61", "37", "33", "53", "12", "13", "25", "55", "210", "97", "29", "38", "41", "31", "30", "NULL", "45", "11", "17", "18", "40", "16", "10", "39", "6", "6", "17", "13", "NULL", "48", "58", "52", "90", "314", "29", "41", "47", "25", "23", "NULL", "14", "67", "7", "37", "116", "25", "17", "46", "38", "8", "NULL", "NULL", "117", "44", "31", "89", "18", "18", "16", "37", "24", "15", "5", "21", "39", "29", "791", "10", "44", "9", "30", "106", "32", "230", "62", "68", "106", "11", "113", "134", "16", "93", "27", "19", "20", "13", "20", "14", "27", "15", "42", "17", "19", "37", "34", "13", "13", "49", "32", "26", "7", "18", "11", "3", "NULL", "NULL", "255", "NULL", "64", "9", "14", "20", "40", "50", "22", "28", "56", "22", "59", "51", "68", "94", "172", "10", "159", "NULL", "3", "NULL", "32", "9", "NULL", "NULL", "9", "14", "7", "NULL", "12", "11", "20", "NULL", "NULL", "NULL", "NULL", "NULL", "40", "NULL", "NULL", "34", "20", "24", "45", "37", "NULL", "39", "444", "91", "53", "NULL", "0", "288", "19", "48", "4", "36", "24", "12", "123", "65", "36", "39", "0", "20", "51", "24", "44", "0", "25", "44", "55", "18", "26", "26", "45", "145", "263", "212", "79", "22", "252", "37", "139", "86", "91", "16", "41", "12", "21", "8", "26", "13", "46", "52", "60", "118", "44", "7", "11", "25", "35", "25", "66", "37", "42", "62", "45", "27", "126", "20", "191", "26", "7", "17", "25", "19", "15", "123", "70", "33", "23", "355", "376", "256", "23", "15", "8", "4", "8", "42", "15", "109", "38", "25", "71", "58", "12", "24", "10", "66", "45", "14", "15", "7", "15", "78", "14", "16", "12", "12", "54", "94", "16", "37", "54", "6", "10", "25", "41", "52", "57", "45", "25", "42", "66", "28", "18", "35", "11", "6", "66", "26", "11", "23", "12", "23", "47", "127", "19", "19", "38", "16", "22", "345", "55", "23", "57", "NULL", "158", "78", "84", "18", "16", "9", "163", "30", "22", "14", "10", "39", "0", "64", "17", "0", "69", "9", "24", "NULL", "28", "11", "169", "55", "13", "10", "226", "9", "4", "51", "157", "60", "19", "4", "71", "NULL", "168", "7", "81", "12", "32", "NULL", "15", "37", "83", "71", "30", "6", "10", "50", "24", "31", "31", "41", "21", "8", "24", "11", "24", "38", "1", "NULL", "88", "36", "16", "30", "67", "47", "118", "18", "66", "55", "127", "49", "NULL", "6", "0", "NULL", "86", "105", "11", "11", "5", "7", "11", "139", "33", "14", "22", "43", "38", "19", "24", "15", "17", "4", "17", "33", "40", "12", "23", "30", "199", "NULL", "34", "39", "NULL", "70", "74", "65", "71", "NULL", "55", "55", "NULL", "112", "93", "12", "31", "14", "12", "65", "13", "NULL", "23", "34", "78", "23", "27", "NULL", "NULL", "NULL", "NULL", "106", "173", "35", "71", "24", "8", "NULL", "15", "51", "25", "NULL", "103", "NULL", "8", "20", "12", "29", "31", "NULL", "23", "81", "168", "68", "30", "41", "94", "70", "41", "50", "87", "90", "27", "153", "158", "33", "24", "41", "8", "NULL", "NULL", "NULL", "NULL", "NULL", "13", "76", "NULL", "37", "12", "20", "NULL", "112", "17", "32", "117", "222", "26", "4", "13", "30", "37", "51", "NULL", "16", "24", "103", "19", "78", "48", "80", "15", "149", "93", "14", "11", "19", "13", "34", "143", "10", "10", "12", "15", "7", "10", "17", "30", "22", "83", "36", "19", "40", "78", "37", "103", "NULL", "NULL", "20", "43", "42", "42", "0", "26", "29", "329", "178", "16", "11", "71", "107", "16", "72", "43", "19", "17", "23", "18", "89", "NULL", "NULL", "66", "20", "11", "NULL", "26", "NULL", "13", "15", "8", "10", "109", "8", "5", "27", "43", "164", "23", "49", "44", "183", "141", "97", "62", "NULL", "16", "NULL", "41", "30", "0", "155", "55", "28", "122", "26", "NULL", "NULL", "21", "47", "6", "24", "22", "18", "251", "106", "112", "71", "32", "NULL", "184", "112", "220", "130", "194", "61", "55", "101", "25", "88", "21", "29", "182", "160", "862", "198", "58", "25", "73", "20", "262", "68", "100", "65", "73", "17", "60", "26", "29", "117", "23", "41", "126", "76", "82", "49", "15", "38", "17", "18", "64", "7", "25", "101", "263", "339", "47", "14", "34", "528", "73", "6", "8", "17", "55", "25", "22", "36", "95", "11", "17", "14", "12", "8", "51", "36", "60", "18", "16", "48", "8", "11", "10", "17", "12", "13", "49", "32", "27", "106", "106", "64", "68", "43", "154", "23", "20", "51", "11", "30", "8", "11", "19", "62", "5", "6", "22", "10", "16", "103", "103", "101", "38", "26", "26", "30", "370", "113", "18", "9", "36", "59", "38", "31", "12", "126", "24", "53", "97", "19", "2", "NULL", "NULL", "14", "8", "28", "24", "15", "86", "14", "18", "10", "11", "13", "12", "31", "23", "13", "0", "6", "19", "58", "16", "37", "25", "79", "74", "827", "9", "311", "28", "278", "117", "66", "14", "20", "43", "31", "12", "9", "28", "77", "284", "78", "30", "NULL", "164", "17", "9", "33", "145", "9", "24", "336", "56", "55", "39", "10", "NULL", "23", "25", "22", "37", "19", "35", "54", "9", "8", "2", "25", "15", "28", "6", "44", "17", "35", "80", "59", "60", "197", "34", "589", "56", "106", "30", "30", "21", "79", "13", "6", "23", "190", "24", "21", "NULL", "520", "31", "NULL", "NULL", "NULL", "47", "99", "0", "27", "19", "19", "37", "15", "43", "131", "14", "42", "11", "38", "95", "15", "27", "211", "56", "NULL", "85", "46", "53", "10", "NULL", "NULL", "10", "51", "17", "34", "83", "NULL", "23", "12", "81", "127", "29", "11", "23", "91", "52", "60", "40", "25", "56", "15", "14", "20", "NULL", "38", "31", "17", "32", "NULL", "22", "35", "73", "27", "34", "15", "26", "14", "95", "20", "46", "18", "20", "12", "41", "28", "23", "23", "28", "95", "155", "107", "30", "20", "72", "192", "103", "28", "107", "27", "35", "NULL", "NULL", "517", "37", "88", "NULL", "35", "81", "114", "24", "47", "89", "159", "48", "28", "113", "151", "16", "1", "12", "35", "73", "18", "10", "0", "162", "46", "35", "36", "10", "11", "41", "64", "41", "5", "0", "51", "84", "17", "241", "56", "88", "874", "51", "14", "24", "257", "103", "90", "64", "93", "446", "117", "80", "122", "282", "26", "27", "36", "102", "26", "19", "67", "192", "95", "1472", "28", "37", "44", "140", "80", "135", "56", "37", "54", "260", "166", "15", "640", "82", "74", "62", "0", "56", "166", "36", "86", "23", "66", "191", "27", "10", "152", "29", "15", "64", "52", "12", "60", "196", "112", "46", "28", "55", "14", "26", "9", "48", "18", "25", "11", "17", "132", "10", "17", "25", "10", "203", "138", "273", "58", "47", "17", "19", "12", "16", "12", "42", "44", "64", "41", "18", "31", "12", "47", "91", "16", "8", "10", "93", "12", "82", "74", "66", "178", "53", "17", "16", "34", "36", "139", "49", "19", "34", "NULL", "70", "67", "14", "29", "37", "40", "36", "39", "29", "18", "47", "20", "85", "177", "0", "48", "51", "13", "27", "6", "0", "43", "83", "43", "22", "9", "9", "20", "57", "46", "9", "52", "312", "25", "16", "91", "84", "4", "130", "99", "59", "51", "18", "9", "23", "49", "25", "115", "45", "13", "13", "278", "9", "36", "22", "116", "7", "37", "23", "214", "44", "110", "47", "31", "83", "18", "27", "37", "67", "101", "50", "12", "124", "6", "96", "NULL", "98", "88", "16", "10", "22", "26", "60", "80", "36", "20", "7", "17", "121", "102", "53", "0", "35", "61", "68", "54", "33", "137", "345", "39", "13", "31", "34", "30", "42", "12", "12", "27", "8", "96", "13", "NULL", "41", "95", "70", "19", "14", "38", "19", "109", "NULL", "9", "18", "58", "86", "12", "13", "16", "NULL", "14", "34", "37", "29", "45", "11", "17", "160", "27", "20", "54", "40", "160", "13", "15", "35", "41", "253", "92", "20", "258", "37", "7", "36", "16", "18", "34", "26", "21", "47", "29", "32", "22", "45", "14", "26", "32", "54", "120", "33", "23", "31", "24", "60", "155", "NULL", "31", "15", "59", "148", "NULL", "NULL", "21", "20", "17", "39", "22", "29", "31", "54", "NULL", "65", "266", "90", "27", "24", "19", "183", "9", "42", "50", "NULL", "27", "0", "46", "257", "65", "33", "20", "157", "94", "9", "24", "24", "43", "44", "4", "57", "7", "NULL", "77", "10", "53", "10", "12", "12", "9", "6", "82", "54", "30", "20", "67", "24", "17", "NULL", "29", "68", "NULL", "5", "11", "NULL", "130", "NULL", "51", "2", "73", "123", "NULL", "37", "173", "90", "463", "15", "19", "29", "23", "13", "9", "20", "14", "24", "NULL", "37", "159", "79", "124", "46", "64", "109", "62", "38", "72", "39", "108", "16", "NULL", "170", "25", "NULL", "213", "79", "30", "42", "146", "756", "43", "12", "97", "26", "28", "13", "12", "21", "23", "20", "23", "37", "88", "13", "47", "24", "24", "11", "19", "137", "41", "13", "49", "354", "11", "64", "18", "15", "27", "56", "40", "39", "26", "20", "18", "57", "18", "5", "47", "23", "30", "19", "1", "22", "44", "12", "27", "20", "14", "8", "27", "115", "30", "101", "14", "69", "41", "76", "20", "32", "41", "31", "89", "76", "164", "56", "11", "40", "70", "87", "124", "28", "NULL", "76", "76", "10", "17", "388", "148", "26", "15", "32", "188", "70", "13", "16", "326", "46", "213", "372", "123", "46", "46", "26", "16", "15", "133", "26", "172", "129", "7", "621", "29", "34", "66", "27", "299", "17", "63", "36", "27", "15", "53", "135", "50", "185", "136", "270", "34", "15", "18", "320", "463", "65", "10", "64", "62", "131", "24", "74", "4", "5", "26", "NULL", "11", "43", "8", "16", "18", "46", "10", "NULL", "28", "14", "41", "12", "8", "138", "44", "54", "76", "178", "99", "25", "137", "85", "22", "60", "245", "91", "19", "138", "36", "58", "56", "33", "103", "24", "15", "22", "31", "32", "34", "78", "40", "131", "54", "98", "94", "27", "23", "87", "182", "81…
#> $ ipedscount2 <chr> "17", "9", "4", "24", "17", "10", "22", "12", "54", "79", "28", "27", "12", "30", "38", "14", "66", "42", "67", "109", "11", "44", "31", "NULL", "29", "14", "81", "82", "20", "138", "53", "33", "600", "133", "74", "62", "33", "23", "41", "120", "89", "28", "7", "32", "25", "5", "42", "22", "28", "65", "38", "214", "43", "19", "77", "20", "20", "225", "17", "23", "12", "64", "80", "185", "86", "41", "56", "11", "16", "18", "6", "40", "19", "18", "12", "18", "55", "16", "15", "NULL", "30", "39", "36", "64", "56", "32", "36", "52", "20", "14", "22", "47", "247", "79", "30", "41", "32", "74", "23", "NULL", "46", "11", "18", "20", "29", "16", "12", "26", "7", "8", "21", "12", "NULL", "70", "69", "84", "107", "306", "38", "43", "47", "24", "19", "NULL", "11", "59", "11", "38", "182", "32", "6", "52", "33", "13", "31", "NULL", "131", "48", "32", "60", "16", "12", "30", "77", "13", "9", "12", "20", "40", "30", "773", "9", "53", "12", "22", "84", "38", "203", "60", "74", "86", "8", "63", "126", "27", "90", "13", "25", "12", "6", "19", "22", "26", "6", "34", "18", "21", "30", "33", "11", "28", "40", "NULL", "18", "39", "21", "9", "16", "NULL", "NULL", "304", "2", "55", "4", "12", "18", "51", "36", "23", "15", "NULL", "18", "52", "25", "72", "83", "240", "NULL", "137", "NULL", "3", "NULL", "20", "11", "NULL", "NULL", "4", "9", "20", "1", "24", "9", "25", "NULL", "NULL", "NULL", "NULL", "NULL", "31", "NULL", "NULL", "37", "9", "24", "58", "39", "NULL", "36", "299", "110", "67", "NULL", "NULL", "195", "33", "30", "10", "25", "23", "12", "120", "41", "45", "39", "0", "18", "83", "16", "59", "21", "23", "26", "46", "17", "26", "23", "37", "176", "260", "214", "78", "16", "269", "30", "110", "104", "72", "16", "43", "19", "18", "16", "16", "10", "61", "68", "57", "121", "47", "14", "7", "34", "20", "9", "69", "31", "38", "66", "39", "16", "79", "26", "185", "19", "18", "51", "9", "22", "20", "128", "53", "30", "19", "265", "457", "242", "23", "12", "131", "19", "10", "74", "15", "99", "43", "27", "63", "42", "21", "10", "14", "54", "46", "10", "19", "10", "8", "93", "13", "10", "12", "14", "76", "92", "24", "30", "45", "17", "16", "42", "25", "48", "48", "65", "17", "49", "70", "14", "20", "35", "10", "13", "56", "20", "20", "25", "10", "16", "75", "99", "18", "28", "38", "14", "38", "412", "59", "27", "55", "NULL", "109", "69", "67", "29", "24", "7", "190", "43", "38", "9", "26", "38", "NULL", "58", "36", "1", "107", "10", "31", "20", "14", "14", "143", "38", "11", "11", "248", "19", "13", "86", "155", "39", "17", "29", "75", "NULL", "235", "14", "65", "14", "43", "NULL", "19", "15", "91", "48", "10", "18", "12", "114", "22", "24", "27", "24", "19", "12", "7", "16", "38", "54", "52", "33", "127", "34", "17", "17", "74", "33", "95", "11", "101", "69", "83", "48", "NULL", "44", "0", "15", "53", "109", "9", "16", "17", "26", "14", "134", "48", "13", "39", "39", "51", "26", "25", "13", "24", "9", "11", "29", "81", "7", "25", "34", "195", "NULL", "37", "22", "NULL", "90", "70", "70", "83", "NULL", "58", "220", "NULL", "124", "22", "6", "27", "16", "24", "50", "10", "NULL", "9", "35", "69", "21", "22", "NULL", "NULL", "NULL", "NULL", "65", "168", "42", "43", "18", "23", "NULL", "20", "40", "29", "NULL", "101", "NULL", "13", "15", "14", "26", "23", "NULL", "30", "66", "99", "58", "29", "38", "81", "50", "52", "37", "103", "139", "44", "113", "168", "34", "67", "47", "13", "NULL", "NULL", "NULL", "NULL", "NULL", "28", "84", "NULL", "29", "11", "45", "NULL", "107", "19", "22", "111", "219", "33", "15", "21", "20", "29", "52", "NULL", "18", "0", "131", "22", "65", "41", "100", "10", "56", "21", "13", "12", "13", "7", "18", "139", "14", "10", "9", "15", "15", "15", "18", "37", "0", "72", "43", "16", "21", "118", "40", "113", "NULL", "NULL", "20", "24", "31", "45", "15", "21", "12", "179", "182", "26", "14", "52", "116", "27", "99", "49", "26", "15", "29", "10", "98", "NULL", "NULL", "78", "17", "15", "NULL", "23", "NULL", "19", "16", "12", "9", "120", "13", "11", "27", "46", "114", "11", "3", "35", "270", "158", "141", "59", "NULL", "30", "24", "37", "32", "30", "172", "36", "26", "161", "18", "NULL", "NULL", "18", "34", "10", "19", "29", "14", "231", "118", "41", "63", "25", "NULL", "232", "96", "186", "142", "194", "42", "51", "108", "22", "85", "17", "29", "168", "172", "808", "123", "34", "18", "94", "37", "246", "75", "159", "84", "76", "6", "87", "26", "30", "162", "20", "10", "120", "77", "79", "70", "27", "43", "22", "29", "81", "16", "20", "117", "228", "225", "80", "36", "21", "455", "59", "10", "13", "7", "54", "14", "11", "27", "77", "7", "21", "9", "21", "14", "36", "25", "61", "18", "17", "86", "6", "16", "10", "18", "11", "12", "36", "30", "35", "80", "102", "51", "75", "36", "187", "13", "26", "35", "13", "31", "7", "37", "20", "52", "12", "11", "29", "13", "24", "121", "113", "114", "37", "31", "50", "20", "393", "136", "17", "8", "20", "63", "31", "45", "24", "135", "40", "67", "109", "19", "14", "NULL", "NULL", "27", "15", "45", "24", "9", "82", "52", "21", "17", "11", "10", "17", "18", "30", "11", "0", "10", "13", "68", "10", "29", "22", "66", "79", "650", "4", "224", "21", "304", "154", "89", "11", "31", "51", "42", "18", "6", "19", "52", "503", "77", "28", "NULL", "116", "12", "7", "29", "148", "19", "19", "282", "44", "89", "27", "11", "20", "45", "14", "29", "54", "16", "31", "46", "17", "1", "1", "36", "16", "33", "11", "32", "15", "27", "60", "61", "73", "225", "22", "608", "71", "171", "31", "48", "31", "85", "16", "16", "63", "186", "17", "25", "NULL", "426", "40", "NULL", "NULL", "NULL", "88", "123", "0", "9", "23", "10", "34", "13", "41", "101", "12", "46", "16", "40", "101", "20", "28", "169", "47", "NULL", "96", "71", "93", "13", "NULL", "NULL", "21", "55", "16", "45", "100", "NULL", "26", "24", "98", "132", "44", "13", "17", "104", "51", "32", "55", "24", "57", "9", "6", "22", "NULL", "42", "29", "20", "20", "1", "14", "49", "81", "28", "43", "21", "9", "20", "117", "15", "40", "12", "5", "13", "36", "39", "12", "20", "26", "96", "113", "88", "33", "6", "75", "210", "132", "43", "129", "26", "32", "NULL", "NULL", "549", "36", "159", "NULL", "43", "56", "118", "22", "15", "110", "183", "39", "40", "89", "131", "8", "0", "15", "55", "63", "17", "22", "0", "151", "38", "41", "30", "16", "8", "30", "62", "48", "12", "0", "43", "102", "33", "244", "62", "90", "872", "28", "10", "35", "328", "94", "88", "65", "88", "452", "123", "67", "134", "378", "19", "28", "28", "160", "13", "15", "92", "183", "90", "1383", "20", "31", "46", "146", "82", "151", "58", "39", "37", "257", "183", "19", "670", "96", "82", "64", "17", "49", "172", "51", "76", "17", "74", "200", "17", "27", "138", "29", "12", "55", "50", "18", "55", "199", "117", "33", "9", "71", "14", "22", "4", "40", "10", "17", "17", "16", "131", "13", "14", "14", "12", "193", "157", "290", "70", "28", "20", "37", "3", "11", "11", "32", "37", "54", "43", "19", "33", "11", "34", "88", "14", "42", "14", "82", "10", "78", "78", "63", "168", "68", "17", "17", "25", "7", "152", "65", "48", "18", "18", "70", "92", "20", "28", "65", "44", "31", "24", "27", "35", "84", "17", "75", "140", "0", "60", "37", "11", "33", "14", "73", "37", "4", "36", "23", "16", "11", "35", "83", "58", "13", "48", "307", "28", "12", "89", "62", "12", "118", "110", "50", "59", "16", "12", "15", "32", "30", "100", "42", "7", "8", "279", "9", "31", "23", "98", "11", "26", "36", "171", "55", "76", "28", "29", "78", "32", "44", "33", "42", "123", "50", "25", "120", "9", "113", "36", "110", "116", "17", "35", "18", "37", "77", "114", "28", "44", "25", "14", "152", "93", "61", "0", "38", "64", "51", "56", "29", "105", "297", "56", "38", "35", "46", "33", "63", "9", "14", "31", "14", "88", "14", "NULL", "28", "133", "81", "19", "17", "38", "23", "108", "NULL", "7", "23", "34", "63", "18", "14", "17", "NULL", "26", "26", "29", "27", "75", "24", "20", "160", "37", "21", "43", "34", "142", "15", "17", "27", "54", "277", "87", "44", "288", "60", "9", "35", "18", "25", "29", "35", "38", "66", "18", "28", "30", "32", "10", "26", "31", "41", "101", "40", "41", "41", "23", "51", "159", "NULL", "35", "19", "58", "130", "NULL", "NULL", "14", "19", "24", "41", "42", "30", "22", "53", "NULL", "76", "267", "88", "39", "14", "0", "216", "15", "66", "58", "NULL", "31", "0", "46", "239", "82", "30", "35", "167", "110", "14", "25", "28", "42", "60", "12", "57", "17", "19", "65", "28", "24", "12", "5", "19", "8", "10", "81", "17", "18", "23", "59", "28", "39", "NULL", "15", "78", "NULL", "10", "9", "NULL", "72", "NULL", "65", "1", "106", "113", "NULL", "39", "190", "99", "472", "15", "34", "30", "29", "14", "9", "19", "12", "19", "26", "45", "140", "30", "0", "46", "58", "71", "45", "53", "100", "39", "121", "0", "3", "208", "23", "NULL", "63", "631", "40", "0", "0", "17", "0", "16", "98", "25", "29", "4", "20", "18", "15", "17", "19", "36", "106", "13", "40", "27", "23", "12", "36", "163", "39", "17", "52", "332", "13", "51", "14", "14", "10", "117", "35", "24", "57", "14", "19", "49", "16", "11", "28", "19", "10", "9", "12", "27", "36", "26", "23", "16", "15", "14", "12", "106", "41", "96", "113", "73", "29", "59", "19", "36", "18", "25", "97", "109", "134", "55", "18", "82", "74", "91", "47", "63", "NULL", "50", "67", "16", "43", "383", "174", "16", "17", "35", "230", "72", "12", "17", "411", "44", "212", "381", "115", "53", "83", "44", "10", "22", "108", "23", "180", "101", "8", "698", "23", "27", "56", "35", "320", "13", "48", "48", "24", "20", "54", "179", "25", "173", "133", "230", "26", "43", "16", "326", "527", "65", "27", "52", "54", "178", "16", "94", "9", "9", "17", "30", "16", "38", "7", "25", "31", "19", "13", "19", "20", "11", "32", "17", "10", "104", "33", "37", "90", "130", "100", "38", "104", "130", "30", "39", "240", "96", "18", "103", "35", "61", "60", "39", "60", "15", "11", "17", "29", "25", "34", "78", "45", "143", "77", "95", "93", "25", "13", "101",…
#> $ debt_all_stgp_eval_n <dbl> 19, 14, NA, 45, 17, NA, 32, 16, 72, 146, 44, 43, 13, 22, 36, 22, 66, 31, 52, 116, 10, 56, 16, NA, 24, 13, 83, 112, 32, 102, 77, 16, 713, 70, 74, 52, 16, 17, 34, 138, 39, 12, 15, 40, NA, 18, 71, 45, 20, 40, 25, 123, 34, 11, 76, 13, 11, 244, 15, 29, 15, 50, 59, 103, 10, 16, 23, 14, 17, 23, 10, 45, 24, 24, 12, 26, 21, 11, 16, NA, 34, 38, 32, 52, 43, 21, 19, 30, 19, 10, 25, 77, 139, 50, 17, 37, 32, 61, 39, NA, 44, 18, 31, NA, 40, 26, 11, 38, NA, 10, 18, 13, NA, 86, 61, 81, 102, 270, 19, 42, 50, 32, 14, NA, 10, 51, 10, 31, 105, 36, 12, 60, 22, 17, 22, NA, 185, 10, 18, 11, 19, 18, 29, 64, 19, 10, 11, 27, 64, 37, 880, 10, 31, 17, 22, 75, 19, 128, 31, 55, 145, 11, 84, 77, 17, 70, 35, 16, 11, 14, 20, 10, 11, 12, 22, 15, 16, 25, 15, 14, 14, 58, 13, 13, 18, 24, 10, 29, 24, 25, 11, 1055, 206, 25, 16, 40, 55, 195, 34, 19, 47, 15, 30, 16, 19, 13, 18, 12, 31, 34, 175, 27, 37, 12, 113, 31, 51, 65, 13, 42, 54, 26, 29, 268, 222, 81, 10, 502, 35, 37, 95, 30, 15, 32, 42, 55, 114, 29, 409, 50, 23, 13, 108, 146, 25, 26, 72, 14, 14, 13, 33, 58, 36, 36, 36, 13, 15, 15, 53, 13, 22, 29, 36, 21, 21, 28, 39, 148, 273, 172, 46, 16, 280, 32, 112, 87, 82, 11, 38, 13, 10, 17, 25, 12, 78, 98, 67, 123, 14, 13, 10, 37, 23, 12, 104, 21, 36, 43, 33, 20, 109, 20, 47, 15, 11, 47, 14, 23, 30, 97, 28, 24, 18, 359, 451, 312, 28, 18, 103, 15, 12, 58, 17, 112, 27, 38, 110, 25, 27, 11, 13, 59, 31, 17, 18, 11, 11, 96, 13, 14, 10, 13, 73, 104, 15, 34, 53, 13, 14, 45, 36, 85, 46, 28, 25, 39, 89, 25, NA, 64, 12, NA, 39, 16, 13, 25, 11, 15, 95, 121, 18, 31, 47, 15, 16, 620, 81, 20, 56, NA, 144, 130, 91, 34, 16, NA, 231, 37, NA, 13, 26, 39, NA, 38, 18, NA, 70, 11, 24, 16, 28, 11, 179, 47, 19, 14, 342, 24, 10, 71, 265, 76, 30, 27, 129, NA, 110, 17, 84, 15, 49, NA, 12, 35, 11, 25, 17, 10, 13, 68, 21, 11, 23, 18, 10, 12, 11, 18, 16, 14, 17, 13, 59, 24, 11, 10, 42, 24, 68, 11, 105, 65, 17, 12, NA, 11, NA, NA, 49, 170, 10, 13, 10, 26, 19, 110, 19, 11, 12, 27, 24, 28, 18, 22, 10, NA, 12, 42, 75, 12, 28, 19, 24, NA, 13, 28, NA, 87, 99, 77, 52, NA, 38, 41, NA, 37, 16, 12, 29, 24, 19, 43, 10, NA, 19, 30, 83, 21, 17, NA, NA, NA, NA, 25, 37, 36, 11, 15, 13, NA, 10, 50, 13, NA, 124, NA, 13, 13, 14, 26, 27, NA, 18, 77, 71, 36, 22, 40, 49, 50, 44, 10, 87, 147, 44, 72, 87, 16, 15, 10, 11, NA, NA, NA, NA, NA, 20, 39, NA, 22, 11, 14, NA, 80, NA, 17, 101, 285, 32, 10, 13, 12, 51, 44, NA, 19, 12, 99, 16, 28, 53, 114, 11, 20, 11, 11, 15, 10, 10, 25, 188, 11, 10, 11, 18, 14, 10, 11, 30, 14, 65, 33, 16, 16, 22, 19, 70, NA, NA, 10, 12, 21, 47, NA, 11, 35, 346, 217, 20, 11, 55, 73, 22, 94, 40, 14, 12, 22, 10, 16, NA, NA, 108, 15, 12, NA, 13, NA, 20, 22, 11, 11, 139, 10, NA, 46, 28, 119, 18, 27, 12, 27, 13, 142, 12, NA, 12, NA, 38, 22, 17, 123, 39, 30, 138, 16, NA, NA, 14, 51, 10, 31, 27, 27, 222, 69, 40, 56, 12, NA, 221, 25, 18, 21, 17, 50, 38, 151, 20, 92, 15, 15, 150, 197, 509, 205, 28, 22, 27, 14, 13, 35, 26, 28, 23, 10, 25, 23, 12, 75, 20, 20, 59, 51, 98, 19, 16, 13, 16, 28, 54, 17, 29, 67, 423, 451, NA, 14, 28, 379, 48, 11, 12, 10, 46, 25, NA, 28, 24, 10, 18, 12, 19, 11, 68, 25, 19, 13, 15, 18, 10, NA, 13, 31, 15, 16, 24, 22, 30, 38, 52, 30, 48, 11, 69, 13, 36, 53, 14, 18, NA, 17, 25, 78, 10, 10, 26, 11, 19, 145, 32, 32, 24, 19, 19, 27, 116, 59, 18, 13, 32, 10, 10, 29, 18, 88, 25, 86, 113, 11, 11, NA, NA, 27, 16, 37, 36, 12, 75, 46, 10, 15, 12, 17, 16, 29, 28, 18, NA, NA, 21, 80, 17, 57, 29, 29, 60, 1143, NA, 346, 37, 489, 239, 124, 17, 13, 60, 52, 13, 10, 23, 87, 676, 34, 17, NA, 165, 25, 12, 36, 169, 18, 35, 241, 65, 70, 21, 14, 13, 44, 27, 33, 41, 24, 28, 82, 12, NA, NA, 25, 16, 38, 12, 11, 11, 29, 76, 22, 68, 235, 31, 330, 39, 209, 38, 48, 36, 77, 16, 15, 60, 292, 14, 37, NA, 402, 18, NA, NA, NA, 123, 30, NA, 15, 25, 14, 15, 13, 30, 122, 16, 26, 15, 41, 72, 12, 13, 73, 16, NA, 120, 72, 75, 18, NA, NA, 13, 45, 18, 63, 80, NA, 33, 23, 118, 69, 12, 11, 15, 28, 36, 35, 21, 34, 12, 11, 10, 17, NA, 29, 31, 10, 32, NA, 22, 27, 46, 11, 37, 12, 13, 13, 126, 15, 42, 24, 12, 13, 30, 12, 17, 22, 18, 108, 163, 135, 14, 10, 85, 247, 78, 33, 32, 12, 15, NA, NA, 278, 16, 47, NA, 20, 34, 34, 10, 13, 69, 15, 13, 11, 93, 73, 17, NA, NA, 50, 39, 15, 11, NA, 120, 25, 21, 40, 14, 11, 27, 32, 35, 11, NA, 41, 36, 33, 187, 47, 41, 52, 59, 17, 48, 273, 71, 44, 18, 22, 23, 20, 11, 17, 21, 38, 20, 12, 71, 13, 22, 92, 143, 53, 2410, 27, 23, 52, 142, 59, 104, 93, 46, 26, 266, 150, 30, 464, 72, 53, 14, 13, 13, 71, 15, 40, 20, 62, 206, 22, 11, 196, 25, 18, 80, 48, 13, 19, 97, 52, 34, 11, 76, 11, 13, NA, 32, 10, 25, 14, 23, 140, 10, 13, 20, 17, 199, 165, 232, 57, 21, 18, 15, 10, 16, 12, 34, 37, 54, 42, 16, 28, 13, 47, 73, 17, 21, 11, 15, 12, 26, 28, 22, 13, 12, 16, 21, 27, 38, 102, 16, 21, 22, 12, 70, 64, 11, 14, 28, 34, 13, 13, 19, 31, 53, 10, 22, 175, NA, 15, 11, 16, 29, 10, 48, 47, 31, 44, 14, 12, 10, 24, 82, 40, 12, 76, 137, 23, 18, 91, 70, 10, 86, 66, 36, 29, 21, 16, 26, 57, 27, 97, 57, 12, 10, 352, NA, 27, 16, 109, 11, 34, 25, 173, 26, 43, 37, 23, 38, 20, 22, 20, 65, 160, 52, 21, 150, 11, 122, 12, 35, 45, 26, 16, 23, 34, 62, 105, 24, 47, 18, 16, 58, 64, 50, NA, 24, 35, 39, 44, 16, 54, 226, 46, 23, 49, 17, 38, 67, 10, 10, 21, NA, 57, 12, NA, 45, 16, 51, 12, 17, 70, 17, 60, NA, NA, 10, 37, 52, 10, 15, 12, NA, 18, 49, 52, 17, 50, 10, 13, 187, 10, 10, 91, 17, 202, 14, 24, 21, 43, 96, 65, 26, 16, 53, 12, 23, 19, 15, 27, 14, 13, 46, 15, 23, 20, 26, 15, 20, 36, 18, 40, 29, 28, 36, 22, 62, 120, NA, 23, 12, 45, 17, NA, NA, 12, 18, 18, 64, 27, 40, 36, 28, NA, 47, 200, 63, 19, 11, 15, 37, 12, 68, 10, NA, 33, NA, 73, 205, 30, 30, 12, 127, 62, 11, 11, 17, 42, 55, 11, 63, 11, NA, 24, NA, 20, 12, 12, 10, 10, 10, 122, 44, 26, 17, 74, 29, 31, NA, NA, 38, NA, NA, 15, NA, 105, NA, 49, NA, 47, 23, NA, 55, 32, 160, 253, 16, 48, 21, 19, 10, NA, 11, 11, 19, 20, 10, 69, 55, 30, 49, 41, 47, 27, 37, 82, 19, 109, 10, NA, 54, NA, NA, 62, 29, 33, 12, 75, 39, 14, 13, 131, 32, 29, 10, 12, 25, 27, 20, 28, 50, 46, 17, 52, 29, 18, 15, 31, 189, 44, 17, 47, 414, 12, 59, 21, 15, 18, 121, 18, 16, 60, 10, 20, 14, 11, 11, 44, 17, 17, 12, NA, 31, 44, 17, 21, 16, 12, NA, 16, 108, 45, 34, 16, 92, 31, 61, 21, 32, 32, 28, 34, 20, 50, 55, 19, 69, 82, 78, 18, 26, NA, 59, 78, 12, 29, 335, 116, 21, 18, 39, 212, 112, 16, 16, 473, 49, 227, 226, 24, 19, 59, 11, 11, 24, 106, 13, 123, 82, 10, 213, 16, 20, 44, 29, 231, 10, 30, 16, 21, 17, 10, 167, 36, 89, 43, 218, 23, 23, 16, 494, 341, 66, 22, 51, 40, 99, 29, 146, NA, 10, 33, NA, NA, 35, 11, 34, 34, 38, NA, NA, 44, NA, 59, NA, 10, 196, 32, 67, 90, 247, 173, NA, 201, 60, 18, 32, 203, 16, 11, 100, 25, 22, 55, 18, 71, 13, 11, 13, 10, 16, 27, 49, 33, 127, 29, 103, 67, 23, 17, 52, 109, 64, 41, 19, 11, 15, 31, 30, 18, 11, 255, 270, 17, 12, 13, 21, 26, 65, NA, 57, 45, 56, 17, 23, 89, 10, 28, 10, 10, 36, 22, 35, 41, 10, 13, 12, 42, 126, 168, 105, 285, 230, 26, 32, 12, 16, 183, 146, 23, 11, 13, 100, 26, 16, 13, 72, 15, 50, 11, 56, 70, 16, 33, 54, 48, 35, 18, 13, 36, 18, 22, 10, 46, 24, 29, 25, 99, NA, 12, 77, 66, 109, 55, 84, 28, 156, 728, 105, 68, 56, 117, 67, 24, 115, 71, 14, 22, 85, 38, 26, 12, 37, 31, 93, 76, 39, 21, 39, 10, 14, 11, 15, 26, 51, 10, 20, 16, 85, 29, NA, 10, 17, 22, 25, 27, 14, 28, 23, 26, 34, 15, 82, 87, 32, 34, 54, 87, 62, 21, 12, 10, 10, 10, NA, 18, 52, 32, 82, 62, 34, 37, 52, 43, 91, 140, 14, 15, 15, 13, 12, 25, 28, 14, NA, 102, 42, 22, 58, 12, 25, 11, 33, 20, 26, 98, 39, 165, 96, 61, 619, 62, 19, 17, 12, 50, NA, 11, 166, 17, 18, 13, 13, NA, 26, NA, 13, 41, 62, NA, 93, 204, NA, 13, NA, 10, 16, 11, 67, 23, 64, 119, 21, 10, 17, 51, NA, 24, 18, 203, 170, 38, 31, 11, 15, 54, 25, 22, 13, 10, 17, 11, 20, 14, 12, 20, 28, 31, 22, 21, 18, 13, 81, 16, 34, 70, 16, 11, 34, 178, 62, NA, 62, 169, 10, NA, 80, 54, 45, NA, 16, 10, 26, 278, 71, 14, 51, 54, 42, 362, 107, 402, 248, 49, 80, 25, 228, 874, 148, 144, 24, 22, 41, 13, 78, 15, 11, NA, 21, 130, 18, 33, 110, 26, NA, 31, 24, 306, NA, 14, NA, 152, 903, 58, 17, 55, 10, 10, 18, 11, 14, 62, 87, 44, 34, 68, 86, 11, 12, 12, 11, 11, 11, 10, 20, 96, 298, 53, 26, 12, 47, 25, 114, 17, 27, 162, 18, 18, 21, 93, 18, 13, 218, 56, 110, 303, 186, 84, 20, 12, 10, 60, 13, 37, 61, 16, 16, 94, 13, 79, NA, 36, 27, 19, 19, 13, 18, NA, 16, 35, 22, 16, 32, 40, 63, 80, 42, 30, 13, 19, 55, 264, 119, 15, 15, 10, 16, 32, NA, 13, 53, 25, 24, 50, 19, 13, NA, 39, 21, 34, NA, 21, 41, 17, 19, 14, 152, 34, 12, 52, 34, 30, 33, 39, 136, 32, 118, 31, NA, 77, NA, 14, 17, 27, 23, 85, 14, 71, 32, 95, 14, 30, 27, 57, 22, 31, 16, 14, 17, 139, 117, NA, 64, 48, 382, 69, NA, 160, NA, 32, 52, 38, 19, 34, 34, 85, 15, 21, 33, 30, 30, 35, 11, 10, 14, 13, 16, 288, 18, 19, NA, NA, 30, 26, NA, NA, 63, NA, NA, 13, 14, 27, 23, 22, 17, 10, NA, 103, 64, NA, 32, 410, 25, 19, 71, 14, 25, 21, 14, NA, 76, 15, 86, 56, 21, 14, 23, 42, 19, NA, 29, 63, 53, 11, 61, 21, 46, 10, 19, 10, 26, 52, 93, 19, 15, 15, 19, 30, 40, 130, 16, 95, 43, 156, 71, 12, 17, 25, 26, 10, 49, 14, 18, 12, 11, 16, 14, 20, 26, 15, 67, 69, 103, 14, 12, 10, 51, 69, 54, 204, NA, 14, 13, 43, 49, 146, 70, 14, 11, 38, 30, 192, 42, 11, 58, 128, NA, NA, 80, 43, 72, 45, 129, 30, 14, NA, 12, 29, 317, 21, NA, 26, NA, 61, 21, 54, NA, NA, 20, NA, 25, 21, 154, 36, 53, 23, 34, 34, 78, 37, 24, 14, 14, NA, NA, NA, 130, 182, 51, 19, 13, 14, 49, 40, 97, 10, 22, 40, 77, 27, 26, 13, 34, NA, 12, 34, 13, 19, 51, 13, 11, 14, 12, 12, 128, 11, 10, 16, 12, 25, 64, 49, 16, 20, 15, 10, 21, 20, 45, 74, 18, 22, 22, 13, 27, 21, 246, 11, 11, 25, 106, 22, 12, 15, 72, 124, 22, 37, 31, 10, 20, 31, 30, 17, 59, 10, 17, 11, 10, NA, 19, 14, 15, 17, 48, NA, NA, 19, 92, 37, 26, 36, 13, 65, 30, 19, 26, 29, 28, 585, 24, 105, 28, 16, 14, 13, 57, 32, 39, 11, 36, 46, 80, 25, 23, 35, 18, 60, 264, 58, 15, 673, 40, 27, 11, 18, 25, 20, 16, 189, 524, 139, 61, 35, 82, 129, 18, 128, 35, 19, 19, 112, 12, 23, 36, 44, 44, NA, 77, 52, 13, 44, 11, 10, 39, 24, 99, 104, NA, NA, 18, 29, 38, NA, 17, NA, NA, 100, 11, 32, NA, 41, 11, 46, 48, 65, 43, 225, 308, 96, 21, 10, 10, 20, 27, 54, 48, 21, 11, 31, 19, 10, 20, 38, 18, 24, 17, 27, 25, 15, 32, 46, 23, 20, 17, 10, 41…
#> $ debt_all_stgp_eval_mean <dbl> 53978, 64609, 48048, 52972, 32510, 52527, 55279, 44245, 66444, 51788, 52339, 52786, 28344, 25015, 37385, 49974, 34072, 32223, 20245, 31687, 52508, 30809, 30170, 26100, 40150, 29428, 53856, 96794, 56283, 38817, 72209, 33689, 43590, 34809, 31765, 40667, 56591, 57391, 26358, 31932, 23490, 46075, 43485, 50853, 38001, 70357, 63243, 35316, 28032, 32904, 39299, 30990, 48873, 31655, 29487, 20844, 33462, 32830, 37975, 47122, 43506, 29514, 29098, 33702, 19019, 33487, 24837, 45178, 40759, 43759, 58934, 44111, 42042, 34239, 28215, 41798, 23136, 19355, 65747, 51292, 29768, 43336, 41572, 31462, 28726, 23979, 25962, 27020, 51690, 16129, 38573, 47318, 45043, 22737, 47387, 23278, 54257, 25746, 26506, 61404, 41183, 39050, 39624, 65016, 41528, 35532, 34053, 30475, 28069, 44328, 39333, 45353, 25311, 30434, 28777, 34397, 36800, 37760, 30900, 39129, 34582, 37293, 23741, 19866, 20387, 27790, 16986, 36851, 34435, 31241, 21685, 30052, 50225, 49278, 56594, 154579, 71742, 36208, 25692, 28555, 33213, 44674, 53633, 40479, 23520, 66760, 57141, 40528, 97975, 62919, 49328, 23992, 32166, 42609, 59237, 35682, 29968, 58403, 45737, 48929, 30072, 43595, 44580, 35222, 20856, 45572, 52120, 26777, 29330, 36018, 30364, 31675, 57931, 44787, 18609, 24948, 31829, 23081, 47921, 39421, 32751, 52313, 83351, 47273, 58273, 45738, 43138, 51035, 29662, 38843, 29014, 36987, 40295, 39247, 36109, 47943, 60440, 36769, 48960, 31545, 29041, 38361, 21574, 21232, 26392, 33676, 28767, 31813, 20943, 33988, 37557, 32054, 58026, 31250, 63473, 54023, 35895, 66004, 31264, 30401, 43747, 42659, 58843, 44161, 39773, 47797, 53052, 45258, 34916, 53552, 38069, 50429, 56461, 49166, 43669, 58472, 39483, 33950, 53331, 24938, 47688, 38274, 66986, 43581, 23192, 32181, 44187, 25941, 64187, 41702, 36376, 20823, 36833, 37716, 35703, 29964, 28339, 44301, 39223, 25360, 35303, 27395, 37899, 37132, 33011, 44968, 38239, 40225, 45982, 46475, 23883, 32528, 31634, 32334, 34112, 29927, 26638, 22618, 35969, 37026, 24581, 41889, 35972, 23637, 38679, 70115, 40297, 37774, 66899, 24434, 37014, 36934, 32887, 28510, 41114, 23993, 63198, 39396, 24866, 51395, 23153, 19879, 24884, 20260, 22691, 27713, 34822, 33967, 38840, 36890, 18829, 32693, 27861, 19651, 21411, 21782, 25491, 38793, 17412, 28095, 28614, 25637, 38161, 28761, 30749, 31507, 75888, 33280, 37631, 50763, 29271, 30403, 23351, 32935, 27687, 24713, 27041, 21543, 20620, 15153, 16432, 24525, 29286, 23010, 19416, 20130, 20875, 27907, 18822, 34423, 27723, 40072, 31090, 18850, 35445, 49884, 29180, 29624, 58099, 106099, 60349, 53684, 50917, 29362, 26858, 29496, 26615, 59019, 54967, 33947, 21128, 53169, 28352, 38315, 24395, 50715, 38723, 30676, 72671, 53157, 69187, 52599, 32374, 49285, 29216, 53093, 64951, 51147, 45105, 25097, 40698, 18867, 47382, 40409, 43910, 27667, 49206, 50008, 40958, 52206, 32191, 24550, 89184, 114212, 26983, 29448, 28554, 48408, 21630, 25266, 63954, 28748, 56305, 42822, 97922, 31863, 25055, 29883, 30439, 29309, 49905, 25553, 43317, 53001, 44637, 43595, 47108, 23053, 25943, 20909, 21066, 24417, 21056, 20815, 31791, 33199, 22225, 46379, 28459, 22336, 23661, 20872, 15596, 28106, 23674, 24505, 35504, 24194, 28024, 32071, 29260, 29764, 29640, 34258, 25362, 44444, 25799, 31861, 29145, 34215, 33115, 33999, 28511, 29233, 38117, 44983, 27659, 31922, 32738, 22621, 28143, 33589, 31918, 30657, 32450, 33890, 21796, 36858, 23963, 47324, 28607, 27309, 25504, 48649, 9341, 36786, 37576, 39082, 30955, 39995, 36201, 77460, 25364, 22613, 20400, 22459, 13451, 40428, 20184, 30574, 28825, 25310, 32363, 33855, 39030, 26662, 35740, 30145, 35694, 26875, 21646, 22973, 23411, 28542, 28745, 32149, 31438, 26065, 25676, 22330, 33678, 28838, 32530, 47283, 30502, 40020, 30262, 29402, 52574, 31064, 29051, 39859, 25981, 51530, 32847, 35326, 25503, 31089, 21836, 24759, 36971, 32754, 33215, 41701, 42726, 25248, 32289, 21394, 23687, 23077, 25875, 20970, 22411, 21203, 34459, 34051, 21499, 31334, 24187, 33733, 21395, 33980, 31165, 28065, 25917, 25448, 33481, 29514, 21211, 42928, 42917, 24996, 37951, 32984, 33475, 28638, 18930, 40489, 31636, 23519, 21311, 38614, 21910, 29809, 20848, 27363, 40801, 25603, 27381, 33344, 31228, 51246, 26338, 29745, 42479, 56926, 39173, 29197, 29045, 42050, 29998, 33635, 32908, 24721, 25983, 22693, 32092, 24080, 30679, 28933, 22670, 35969, 34447, 40011, 25753, 41279, 31275, 40156, 31941, 17481, 39924, 44915, 29270, 30016, 35518, 19374, 29490, 30372, 27426, 37078, 31141, 28090, 37677, 24974, 32443, 27414, 25601, 38019, 19666, 45863, 30387, 25170, 28069, 23095, 30539, 36209, 25934, 31341, 36193, 59992, 48208, 26164, 31024, 25431, 33960, 44818, 20966, 99374, 25915, 49924, 129529, 78722, 46708, 38478, 27816, 34180, 51341, 42223, 43435, 34855, 26919, 93482, 55836, 62196, 75797, 35796, 85381, 53091, 25060, 33781, 32803, 22674, 33268, 36500, 59791, 54627, 50151, 51668, 73569, 106964, 45329, 23882, 52867, 63732, 94907, 27375, 50820, 28816, 69106, 36158, 34287, 33778, 35971, 28600, 35467, 46673, 23245, 41059, 34763, 46782, 30156, 71026, 92329, 33939, 28565, 29333, 32278, 53487, 64615, 121724, 126921, 69244, 90513, 77683, 22861, 23445, 25475, 45103, 34061, 29932, 33909, 117007, 81841, 51406, 97356, 107792, 109026, 107295, 130224, 80518, 36843, 48955, 63360, 33049, 64931, 42056, 35952, 35488, 18725, 26704, 23404, 25673, 71141, 37730, 28494, 44207, 93142, 62516, 44334, 43593, 54388, 68201, 38361, 55850, 34185, 47247, 83567, 56308, 49884, 27688, 20438, 19467, 33306, 35344, 33240, 28981, 18474, 63247, 88381, 99374, 49534, 24276, 44013, 42790, 45212, 74224, 55271, 42491, 41223, 70264, 48004, 30931, 24915, 39957, 50156, 23870, 37147, 73555, 40521, 58153, 35465, 64867, 75372, 67933, 80443, 75396, 103154, 58453, 80442, 37564, 50775, 55336, 84845, 53810, 58136, 53233, 35957, 38886, 42378, 53714, 55910, 56308, 68285, 43432, 33773, 34547, 34853, 34857, 32468, 26785, 28981, 49542, 46681, 26645, 33193, 28202, 28775, 42386, 34952, 30571, 39185, 32301, 45620, 32620, 32310, 31136, 30286, 49153, 34523, 47651, 44438, 29256, 92017, 39166, 40903, 35613, 36996, 29412, 23512, 76481, 61731, 84228, 45746, 35649, 41650, 54189, 38245, 27187, 34545, 57298, 55380, 70920, 341309, 45086, 44119, 53419, 38642, 81461, 66507, 84634, 57050, 85488, 69856, 41374, 44297, 24653, 50082, 40573, 24099, 21450, 41568, 30165, 45371, 66084, 31660, 41659, 32945, 26659, 23146, 22056, 30213, 52523, 14719, 30536, 53974, 37328, 31233, 34489, 32041, 29289, 30647, 30690, 39830, 34114, 35978, 30590, 35862, 53791, 27886, 37704, 33567, 48657, 49147, 61614, 46993, 47191, 50734, 103652, 41345, 92291, 34388, 54026, 83017, 43543, 97866, 53606, 60558, 42790, 36709, 28190, 32202, 39558, 43949, 48679, 26895, 30771, 18587, 32760, 36840, 32329, 30555, 48179, 33923, 38455, 34054, 48144, 49740, 22285, 42566, 52525, 44129, 47328, 32344, 30453, 41782, 53092, 35916, 37353, 43577, 82708, 45602, 49464, 44421, 54418, 83507, 51794, 53025, 45809, 59735, 74679, 64014, 35171, 54257, 36194, 28584, 26463, 29412, 36175, 25697, 31873, 39522, 35174, 40712, 33097, 20948, 29985, 30784, 51350, 30337, 36792, 63866, 63320, 66663, 66316, 27253, 73373, 39725, 52561, 49040, 34220, 66197, 40904, 31639, 31391, 30348, 44295, 30079, 33413, 46964, 32081, 132653, 55015, 119831, 87455, 69808, 47006, 73897, 54145, 67159, 61611, 84293, 66099, 61120, 56163, 52595, 46030, 33724, 45215, 89368, 50527, 59864, 88770, 46526, 56955, 66689, 58322, 84391, 61511, 76604, 67218, 113762, 59528, 70369, 99414, 143268, 50653, 83353, 180900, 113677, 92109, 85168, 119096, 110896, 90863, 47393, 63697, 86192, 45557, 68081, 51413, 79510, 41819, 78942, 55190, 22457, 28175, 29268, 44149, 41696, 54243, 71415, 56610, 79360, 37147, 30563, 28473, 27650, 35980, 63077, 48170, 33984, 80068, 39185, 51149, 61271, 32464, 61719, 41556, 59550, 37502, 51317, 53586, 57360, 57159, 54107, 33509, 43823, 56261, 48566, 40861, 56017, 43941, 45249, 27527, 53085, 34974, 44719, 50131, 45101, 52341, 45864, 46957, 61963, 65249, 27516, 18380, 28782, 36182, 29710, 32294, 41646, 35343, 23278, 28209, 55441, 52606, 24653, 30445, 35634, 37397, 45183, 32775, 24190, 26974, 34427, 23345, 26570, 39945, 21370, 24397, 31300, 21960, 26677, 31890, 33710, 31959, 19081, 42511, 37680, 51502, 35312, 25493, 29298, 40034, 23095, 19777, 53501, 41970, 42076, 38672, 34868, 64883, 43079, 21839, 24531, 43351, 49006, 49578, 51916, 47143, 37862, 76874, 82738, 60714, 66513, 51513, 48459, 91627, 100972, 87687, 34937, 68054, 31723, 81499, 35290, 83967, 54790, 55245, 49239, 66992, 47627, 30283, 74526, 48959, 59387, 52026, 62747, 37554, 31797, 33513, 24400, 63733, 87893, 73749, 32935, 26496, 26619, 29627, 53494, 14861, 33366, 30873, 30503, 47849, 44670, 45715, 50691, 16004, 43638, 36684, 26925, 32652, 36701, 58296, 67528, 43246, 59898, 39846, 45702, 38674, 20612, 31061, 29119, 44009, 27749, 49297, 39818, 34934, 53791, 38925, 28639, 28459, 53187, 25977, 42279, 46410, 32619, 118195, 104849, 43672, 26618, 31877, 20550, 25657, 24587, 28460, 27284, 31639, 37567, 25230, 61307, 38846, 31072, 26998, 28156, 28492, 27385, 25747, 21714, 38848, 26890, 35729, 55586, 45172, 35723, 39956, 50394, 25231, 29937, 35891, 24357, 19443, 22163, 32444, 31836, 50708, 50906, 30353, 26825, 54437, 31060, 19213, 42504, 57075, 33146, 47915, 25647, 28170, 27151, 26901, 55582, 28941, 38593, 38056, 36222, 41517, 53380, 37135, 23286, 40529, 45256, 36246, 28553, 38141, 25128, 39455, 110407, 66125, 50425, 108998, 46402, 32094, 38744, 34352, 33295, 32300, 22852, 32749, 36204, 33300, 39945, 61364, 33430, 66096, 32213, 26086, 20251, 42731, 18451, 22752, 42807, 29521, 22929, 43660, 48283, 52216, 36898, 26219, 29102, 31675, 44613, 19596, 36768, 44050, 30187, 25642, 27388, 34297, 44906, 33550, 24285, 33155, 41043, 23650, 24887, 48052, 59316, 62010, 70739, 34731, 25118, 35458, 36599, 16305, 35214, 32134, 16069, 82955, 100054, 58568, 91466, 81356, 28586, 36188, 13781, 21631, 24420, 26815, 19142, 19817, 29509, 39240, 36143, 32145, 32421, 30355, 22878, 31375, 35826, 35131, 21550, 31582, 31108, 32248, 28086, 26450, 33706, 53329, 21103…
#> $ debt_all_stgp_eval_mdn <dbl> 51568, NA, NA, 53781, NA, NA, 57016, NA, 66196, 50446, 45968, 50311, NA, 24000, 37695, 59450, 35250, 30750, 11651, 34166, NA, 30182, NA, NA, 40848, NA, 41000, 108560, 52673, 30496, 56000, NA, 41000, 30624, 34028, 41000, NA, NA, 20500, 30750, 20004, NA, NA, 48774, 41000, NA, 58158, 32654, 28775, 21000, 30750, 27564, 42892, NA, 29234, NA, NA, 30750, NA, 41000, NA, 27983, 30750, 35889, NA, NA, 20500, NA, NA, 45553, NA, 44145, 46677, 35684, NA, 35750, 20500, NA, NA, NA, 30942, 41000, 43500, 30000, 20500, 16279, 22500, 22850, 41000, NA, 37250, 49000, 41000, 20500, NA, 19800, 56000, 27500, 30750, 67250, 39705, NA, 39581, 62338, 40846, 33110, NA, 32144, NA, NA, NA, NA, 18906, 27277, 27333, 31433, 32800, 32799, 27333, 41000, 35500, 41000, NA, 16500, NA, 24316, NA, 41000, 34250, 27084, NA, 29793, 41000, NA, 51000, 172777, 71000, NA, NA, NA, 30615, NA, 54518, 40345, 17565, NA, NA, 44153, 94368, 56296, 51250, NA, 30750, NA, 58500, 34166, 41000, 56375, 47386, 46125, 23141, NA, 41000, 30750, NA, 46125, 51250, NA, NA, NA, 26831, NA, NA, NA, 15400, NA, NA, 24296, NA, NA, NA, 52984, NA, NA, NA, 54918, NA, 39320, 26760, 34000, NA, 30839, 33301, 34590, NA, 43500, 55368, 32000, 43189, 30598, 30500, NA, 14200, NA, 20500, NA, NA, NA, 20500, 29304, 34041, 22783, 56645, NA, 52349, 48500, 32694, 56365, NA, 24893, 40252, 44800, 60320, 39622, 35865, 39066, NA, 41001, 27005, 50293, 31288, 50982, NA, 48492, 41000, 55500, 35820, 31154, 44700, 20500, 45668, NA, 66277, 43124, 21654, 25254, 41000, NA, NA, NA, 34354, 20500, 32662, 34750, 36557, NA, NA, NA, 39750, NA, 31516, 24450, 40596, 36327, 30750, 35500, 37500, 37000, 43250, 41000, 20500, NA, 29738, 27577, 34897, 26000, 24277, NA, 33422, NA, NA, NA, 36777, NA, 35967, 77153, 43129, 29753, NA, NA, NA, 30547, 37843, NA, 43135, 22420, 61875, 40557, 21503, 60014, 21481, 18500, 24150, NA, NA, 27000, NA, 33605, 45500, 38677, 20500, 32250, NA, 15403, 17522, 21136, 22000, NA, 13882, NA, NA, 23750, NA, 26515, 27050, 31748, 61498, 33286, 40080, NA, NA, 28328, 14090, NA, NA, NA, NA, 21690, NA, NA, NA, NA, 23535, 19876, NA, 21200, 21500, NA, NA, 35190, 25836, 41800, 29769, 20500, 37663, 52652, 29652, 21500, 52250, 117803, NA, NA, 34760, NA, NA, 31646, NA, NA, 53835, 29743, NA, 53072, 21478, NA, NA, 46392, 35295, 24593, 63690, 55784, 62500, 52018, 30891, 46834, NA, NA, 59845, 48853, 46431, NA, 36500, 17984, 49244, 41000, NA, NA, 47434, NA, 41000, NA, 33000, NA, 86529, 113031, 23319, NA, 24301, 47834, NA, 23500, 61500, 27916, 60386, 41000, 84412, 31957, 23917, NA, 30024, NA, 52660, NA, NA, 44467, NA, 38260, NA, NA, NA, 19995, 17832, NA, 23000, NA, NA, NA, NA, NA, NA, NA, NA, NA, 10953, 30500, NA, NA, 38454, 23414, 24000, NA, 31428, 31035, NA, NA, NA, NA, 22500, 35127, 21207, 35750, NA, NA, NA, 31898, 42539, 43700, 20500, NA, NA, 20500, 27332, 37131, NA, 37131, NA, NA, NA, 42000, 19584, NA, 30345, 27500, 28250, 47574, NA, 38078, NA, 40750, 28500, 44439, 30750, 94732, 20500, 20500, 20500, 19000, NA, NA, 20500, 32998, 30214, 25321, NA, 28571, 32841, 26793, 39656, 29238, NA, 26583, 19238, 20500, 21802, 20500, 32340, 31920, NA, NA, NA, NA, NA, 29203, NA, 47685, 30504, 33250, NA, NA, NA, 30000, 20819, 40430, NA, 41000, 30728, 37022, 20500, 26726, 20500, 20923, 39682, NA, 34862, 39682, 41000, 30166, 34166, NA, NA, NA, NA, NA, 17700, NA, NA, NA, 20500, 31366, 22000, 31930, NA, NA, 34520, 26750, 22000, NA, 38218, 28500, 20500, NA, NA, NA, 41000, 35604, 35748, 29510, NA, 41000, NA, 20500, 20500, 39748, NA, 30750, NA, NA, NA, NA, NA, 31000, 29169, NA, NA, NA, NA, NA, NA, NA, 29132, NA, 29500, 38662, NA, NA, 27376, 16426, 30000, 22250, NA, NA, NA, 36926, 36926, NA, NA, 41000, 32345, 38842, 36926, NA, 41000, 41244, 21290, 28492, 31756, NA, NA, 37440, NA, NA, NA, 29744, 39444, NA, NA, NA, NA, NA, 20500, 40020, NA, NA, 27972, NA, NA, 36692, 23401, 30750, NA, 58393, NA, 26500, NA, 23003, NA, NA, NA, 108459, 26967, 41000, NA, 81000, 49992, 39470, 23000, NA, NA, NA, NA, 35583, NA, 101947, 42752, 62510, 72389, 28500, 85246, 52646, NA, NA, 27993, 21112, NA, 35400, NA, 59675, 48100, 53500, 78422, 81118, NA, NA, 48215, 63201, 86864, 25881, 44999, 31331, 52347, NA, NA, 33449, 31166, 27000, 30500, NA, 20500, 41117, NA, 43437, 27666, 69305, 94019, 32500, 30500, 20500, NA, NA, NA, 134604, 134604, NA, 82034, 78548, 20500, 20500, 20500, NA, 32675, 28160, 32699, NA, NA, NA, 101000, 114000, 112250, 94216, 124900, NA, NA, NA, 60216, NA, 47994, 41000, 30500, NA, NA, NA, NA, 26700, NA, 36318, NA, NA, 63876, 61500, 41000, 41000, 53000, 50038, 32750, NA, 33006, NA, 80963, 57000, NA, NA, NA, NA, 36372, 34812, NA, NA, 20500, NA, 75166, 95583, 44077, 20500, 41000, 41000, 41000, 61981, 51548, 41000, NA, NA, 43380, NA, NA, 36670, NA, 20000, 36079, 70510, 40556, NA, NA, 65155, NA, 65733, NA, 72374, 108255, NA, 82450, 39397, NA, NA, NA, NA, NA, 40384, 34166, NA, NA, NA, 54666, 60025, NA, 40500, 28184, 36288, 35780, 33140, NA, 20920, 27832, 51250, 44842, 25920, NA, NA, 27084, 41000, NA, NA, 40500, 35082, 46920, 34416, NA, 34165, 32891, 50348, NA, 50485, 46122, NA, 84798, 40394, 41000, 36288, 36288, NA, NA, 82000, 61500, 89000, 46750, 32551, 41000, 54615, NA, 20500, 30808, 58129, NA, 81007, NA, NA, NA, 41000, 36342, 82276, 56323, 80200, 55350, 91630, 72160, 39908, 35254, 24989, 54872, 41000, NA, NA, 41000, 29551, NA, 51250, 34072, 41000, NA, 24666, NA, 18500, 28129, 52578, 13000, NA, 47567, NA, NA, NA, 34579, 26314, NA, 30750, NA, 36534, 34592, NA, NA, 53604, NA, NA, 29304, 50323, 48958, NA, 50323, 43242, NA, 71500, NA, 97141, 25934, NA, 87795, 31718, 109994, 47808, NA, NA, NA, 20500, 33903, 43556, 47155, 51500, NA, NA, NA, NA, 36738, 26456, 30750, NA, 35732, 38892, 36260, 55000, 49626, NA, 41000, NA, NA, NA, 28000, NA, 41000, 56885, NA, NA, 41030, NA, NA, 53250, NA, 50750, 79060, 44485, NA, NA, 50300, 61500, 49450, 34235, 50930, NA, NA, NA, 30951, 31429, NA, 36726, 38625, 40207, 45664, 31500, NA, NA, 28328, NA, NA, NA, 61397, 63550, NA, NA, 20500, 71500, 42433, NA, NA, NA, 59380, 40313, 26810, 35630, NA, NA, 30500, 41000, 41000, NA, 142539, 45500, 125290, 88590, 66984, 35987, 52500, 41000, 68570, NA, 89809, 69545, 63989, 50131, NA, 40750, 27911, 47595, NA, NA, 61763, 100757, 53350, NA, 63945, NA, 91437, 61936, 70712, 74115, 118698, 58578, 56250, 105547, 146535, 41000, 86500, 198810, 113188, 71750, 85254, 131635, 140524, 79041, 47394, 56496, NA, NA, NA, 41000, NA, 47394, 76000, 51250, 20500, 34166, NA, 45722, 43252, NA, 72226, 54000, NA, 29978, 28036, 20500, 22366, NA, 48184, NA, NA, NA, 26540, NA, 60613, NA, 52789, 37500, NA, NA, 49294, NA, 59065, 54295, 52152, 27165, 39281, NA, NA, NA, NA, NA, 38727, 25400, 48032, 34620, NA, 46035, NA, 54073, 39681, NA, 71031, NA, NA, NA, 26495, 30750, 30300, NA, NA, NA, 19944, 22901, 50304, 51807, NA, 27500, 33476, NA, 47357, 32518, NA, NA, 30750, 20500, NA, NA, 21360, 23500, 28008, NA, 29898, 30500, 30779, NA, NA, NA, 36020, NA, 34500, 20500, 26934, 40167, NA, NA, NA, 31578, 38435, 37142, NA, 72776, 42500, 20500, NA, 40833, 44500, NA, 52168, 46869, 41000, 64121, 83176, NA, 62401, 47539, 44838, 98486, 118089, NA, NA, 68635, NA, 79000, NA, 86039, NA, 54123, 45352, 58221, 44866, 24601, 67104, 47833, 58251, 36410, 61993, 30500, 32970, 33500, 22430, 65765, 97882, NA, 31136, NA, 25386, 28933, 58146, NA, 38189, 34010, 30770, 43794, 44238, 48152, NA, NA, 41715, 36427, 27333, NA, 43431, 62109, 62450, 43597, NA, 39206, 41000, 30657, 11000, 34478, NA, 49041, 29230, NA, NA, 36954, NA, 39934, NA, 29250, 49844, NA, 36317, NA, NA, 135500, NA, 41000, NA, NA, NA, 20500, 20500, NA, NA, NA, 35000, NA, 64728, 35313, NA, 26750, NA, NA, 26084, NA, NA, 38188, NA, 31642, NA, 41000, 36178, 38753, 41000, 21725, 26500, NA, 20500, NA, 18501, 33276, NA, 50759, NA, NA, 28500, NA, 28477, 19892, 41000, NA, 41000, 41000, NA, 20500, 20500, 24276, 58618, 27775, 39279, 38082, 41000, 35358, NA, 40867, NA, 36500, NA, NA, NA, NA, 20500, 40160, 116680, 65677, 41000, 107736, 46510, 30393, 41000, 32782, NA, NA, 20500, NA, 38500, NA, NA, 65072, NA, 64950, 31134, 20500, 20500, NA, 16374, 18323, NA, NA, NA, 47135, 45953, NA, 36140, NA, NA, 26065, 41000, 19384, NA, NA, NA, NA, NA, 30750, 43767, 30000, NA, 34572, 41000, 25600, NA, 41000, 61500, 61500, 66000, NA, NA, 35107, NA, 12000, NA, 28905, 16460, 66652, 108013, 59098, 82000, 61500, NA, 38000, 16100, 17434, NA, NA, NA, NA, 29986, 41000, NA, 30750, 33190, 27639, 18189, 30957, 35326, 36271, 21132, 29119, 33294, 29274, NA, NA, 30646, 54666, 20500, 35952, 32500, 28108, NA, 34980, 32146, NA, NA, 51250, 56096, 53000, NA, NA, 33938, 49600, 42000, 51250, 51250, 64655, NA, 61546, 56582, NA, NA, 41000, 60489, 61500, NA, 51250, 70556, NA, 63338, 41000, NA, NA, 85000, NA, NA, 41000, NA, 51250, NA, NA, NA, 61500, NA, NA, NA, NA, 52000, 30750, NA, 47049, NA, NA, NA, NA, 51685, 32148, 42386, NA, 36983, 41000, 34615, 47080, 37960, 36000, 62390, 26740, 28042, 74907, 41000, 41000, 78000, 61500, 51500, NA, 30750, 51500, 50100, 43135, NA, 50079, 59383, 52500, 93280, NA, 92513, 68778, 148048, NA, NA, 69032, 90973, 43412, 65500, 41000, 26265, 41000, NA, NA, 59700, 65780, NA, 46459, 42500, NA, 88628, NA, 61500, 66251, 66500, 69150, NA, 68560, NA, 97725, NA, NA, 50335, 76608, 69560, 74603, 71498, 65040, 50568, NA, 113479, 95310, 71562, 59445, 62260, 94835, 37940, 103533, 88398, NA, NA, 79733, 131279, 46979, 82890, NA, 34167, 68334, 24000, 41000, NA, 45001, 41001, 60760, 51250, NA, 60857, 47090, 92250, 51045, 44334, 162073, 102000, 82000, 41000, NA, 33405, 29871, NA, NA, 26710, 37469, 34922, 49801, NA, 30550, NA, NA, NA, NA, NA, 54187, 37422, 44288, 35199, 41000, 49524, 47960, 39274, NA, 32250, 33300, 39801, 14500, 31750, NA, NA, 41000, 39000, NA, NA, 36149, 34560, NA, NA, NA, 48354, 47880, 28441, NA, 47721, 66685, 33750, NA, 31346, 29239, NA, 47401, NA, NA, 25425, 30430, 29650, 40794, NA, NA, NA, 41650, 30750, 29672, 40794, 41000, 40000, 30750, 36799, NA, NA, 20500, 32000, 51250, NA, NA, 22942, 20500, NA, NA, 31415, NA, 41000, NA, 28597, 48250, NA, 28230, 58270, 56556, 33852, NA, NA,…
#> $ debt_all_stgp_eval_mdn10yrpay <dbl> 529, NA, NA, 552, NA, NA, 585, NA, 680, 518, 472, 517, NA, 246, 387, 610, 362, 316, 120, 351, NA, 310, NA, NA, 419, NA, 421, 1115, 541, 313, 575, NA, 421, 314, 349, 421, NA, NA, 210, 316, 205, NA, NA, 501, 421, NA, 597, 335, 295, 216, 316, 283, 440, NA, 300, NA, NA, 316, NA, 421, NA, 287, 316, 368, NA, NA, 210, NA, NA, 468, NA, 453, 479, 366, NA, 367, 210, NA, NA, NA, 318, 421, 447, 308, 210, 167, 231, 235, 421, NA, 382, 503, 421, 210, NA, 203, 575, 282, 316, 691, 408, NA, 406, 640, 419, 340, NA, 330, NA, NA, NA, NA, 194, 280, 281, 323, 337, 337, 281, 421, 365, 421, NA, 169, NA, 250, NA, 421, 352, 278, NA, 306, 421, NA, 524, 1774, 729, NA, NA, NA, 314, NA, 560, 414, 180, NA, NA, 453, 969, 578, 526, NA, 316, NA, 601, 351, 421, 579, 487, 474, 238, NA, 421, 316, NA, 474, 526, NA, NA, NA, 275, NA, NA, NA, 158, NA, NA, 249, NA, NA, NA, 544, NA, NA, NA, 564, NA, 404, 275, 349, NA, 317, 342, 355, NA, 447, 569, 329, 443, 314, 313, NA, 146, NA, 210, NA, NA, NA, 210, 301, 350, 234, 582, NA, 538, 498, 336, 579, NA, 256, 413, 460, 619, 407, 368, 401, NA, 421, 277, 516, 321, 523, NA, 498, 421, 570, 368, 320, 459, 210, 469, NA, 681, 443, 222, 259, 421, NA, NA, NA, 353, 210, 335, 357, 375, NA, NA, NA, 408, NA, 324, 251, 417, 373, 316, 365, 385, 380, 444, 421, 210, NA, 305, 283, 358, 267, 249, NA, 343, NA, NA, NA, 378, NA, 369, 792, 443, 305, NA, NA, NA, 314, 389, NA, 443, 230, 635, 416, 221, 616, 221, 190, 248, NA, NA, 277, NA, 345, 467, 397, 210, 331, NA, 158, 180, 217, 226, NA, 143, NA, NA, 244, NA, 272, 278, 326, 631, 342, 412, NA, NA, 291, 145, NA, NA, NA, NA, 223, NA, NA, NA, NA, 242, 204, NA, 218, 221, NA, NA, 361, 265, 429, 306, 210, 387, 541, 304, 221, 536, 1210, NA, NA, 357, NA, NA, 325, NA, NA, 553, 305, NA, 545, 221, NA, NA, 476, 362, 253, 654, 573, 642, 534, 317, 481, NA, NA, 614, 502, 477, NA, 375, 185, 506, 421, NA, NA, 487, NA, 421, NA, 339, NA, 888, 1161, 239, NA, 250, 491, NA, 241, 631, 287, 620, 421, 867, 328, 246, NA, 308, NA, 541, NA, NA, 457, NA, 393, NA, NA, NA, 205, 183, NA, 236, NA, NA, NA, NA, NA, NA, NA, NA, NA, 112, 313, NA, NA, 395, 240, 246, NA, 323, 319, NA, NA, NA, NA, 231, 361, 218, 367, NA, NA, NA, 328, 437, 449, 210, NA, NA, 210, 281, 381, NA, 381, NA, NA, NA, 431, 201, NA, 312, 282, 290, 488, NA, 391, NA, 418, 293, 456, 316, 973, 210, 210, 210, 195, NA, NA, 210, 339, 310, 260, NA, 293, 337, 275, 407, 300, NA, 273, 198, 210, 224, 210, 332, 328, NA, NA, NA, NA, NA, 300, NA, 490, 313, 341, NA, NA, NA, 308, 214, 415, NA, 421, 316, 380, 210, 274, 210, 215, 407, NA, 358, 407, 421, 310, 351, NA, NA, NA, NA, NA, 182, NA, NA, NA, 210, 322, 226, 328, NA, NA, 354, 275, 226, NA, 392, 293, 210, NA, NA, NA, 421, 366, 367, 303, NA, 421, NA, 210, 210, 408, NA, 316, NA, NA, NA, NA, NA, 318, 299, NA, NA, NA, NA, NA, NA, NA, 299, NA, 303, 397, NA, NA, 281, 169, 308, 228, NA, NA, NA, 379, 379, NA, NA, 421, 332, 399, 379, NA, 421, 423, 219, 293, 326, NA, NA, 384, NA, NA, NA, 305, 405, NA, NA, NA, NA, NA, 210, 411, NA, NA, 287, NA, NA, 377, 240, 316, NA, 600, NA, 272, NA, 236, NA, NA, NA, 1114, 277, 421, NA, 832, 513, 405, 236, NA, NA, NA, NA, 365, NA, 1047, 439, 642, 743, 293, 875, 541, NA, NA, 287, 217, NA, 363, NA, 613, 494, 549, 805, 833, NA, NA, 495, 649, 892, 266, 462, 322, 537, NA, NA, 343, 320, 277, 313, NA, 210, 422, NA, 446, 284, 712, 965, 334, 313, 210, NA, NA, NA, 1382, 1382, NA, 842, 807, 210, 210, 210, NA, 335, 289, 336, NA, NA, NA, 1037, 1171, 1153, 967, 1282, NA, NA, NA, 618, NA, 493, 421, 313, NA, NA, NA, NA, 274, NA, 373, NA, NA, 656, 631, 421, 421, 544, 514, 336, NA, 339, NA, 831, 585, NA, NA, NA, NA, 373, 357, NA, NA, 210, NA, 772, 981, 453, 210, 421, 421, 421, 636, 529, 421, NA, NA, 445, NA, NA, 377, NA, 205, 370, 724, 416, NA, NA, 669, NA, 675, NA, 743, 1112, NA, 847, 405, NA, NA, NA, NA, NA, 415, 351, NA, NA, NA, 561, 616, NA, 416, 289, 373, 367, 340, NA, 215, 286, 526, 460, 266, NA, NA, 278, 421, NA, NA, 416, 360, 482, 353, NA, 351, 338, 517, NA, 518, 474, NA, 871, 415, 421, 373, 373, NA, NA, 842, 631, 914, 480, 334, 421, 561, NA, 210, 316, 597, NA, 832, NA, NA, NA, 421, 373, 845, 578, 823, 568, 941, 741, 410, 362, 257, 563, 421, NA, NA, 421, 303, NA, 526, 350, 421, NA, 253, NA, 190, 289, 540, 133, NA, 488, NA, NA, NA, 355, 270, NA, 316, NA, 375, 355, NA, NA, 550, NA, NA, 301, 517, 503, NA, 517, 444, NA, 734, NA, 997, 266, NA, 901, 326, 1129, 491, NA, NA, NA, 210, 348, 447, 484, 529, NA, NA, NA, NA, 377, 272, 316, NA, 367, 399, 372, 565, 510, NA, 421, NA, NA, NA, 287, NA, 421, 584, NA, NA, 421, NA, NA, 547, NA, 521, 812, 457, NA, NA, 516, 631, 508, 352, 523, NA, NA, NA, 318, 323, NA, 377, 397, 413, 469, 323, NA, NA, 291, NA, NA, NA, 630, 653, NA, NA, 210, 734, 436, NA, NA, NA, 610, 414, 275, 366, NA, NA, 313, 421, 421, NA, 1464, 467, 1286, 910, 688, 370, 539, 421, 704, NA, 922, 714, 657, 515, NA, 418, 287, 489, NA, NA, 634, 1035, 548, NA, 657, NA, 939, 636, 726, 761, 1219, 601, 578, 1084, 1505, 421, 888, 2041, 1162, 737, 875, 1352, 1443, 812, 487, 580, NA, NA, NA, 421, NA, 487, 780, 526, 210, 351, NA, 469, 444, NA, 742, 554, NA, 308, 288, 210, 230, NA, 495, NA, NA, NA, 273, NA, 622, NA, 542, 385, NA, NA, 506, NA, 606, 557, 535, 279, 403, NA, NA, NA, NA, NA, 398, 261, 493, 355, NA, 473, NA, 555, 407, NA, 729, NA, NA, NA, 272, 316, 311, NA, NA, NA, 205, 235, 517, 532, NA, 282, 344, NA, 486, 334, NA, NA, 316, 210, NA, NA, 219, 241, 288, NA, 307, 313, 316, NA, NA, NA, 370, NA, 354, 210, 277, 412, NA, NA, NA, 324, 395, 381, NA, 747, 436, 210, NA, 419, 457, NA, 536, 481, 421, 658, 854, NA, 641, 488, 460, 1011, 1213, NA, NA, 705, NA, 811, NA, 883, NA, 556, 466, 598, 461, 253, 689, 491, 598, 374, 637, 313, 339, 344, 230, 675, 1005, NA, 320, NA, 261, 297, 597, NA, 392, 349, 316, 450, 454, 494, NA, NA, 428, 374, 281, NA, 446, 638, 641, 448, NA, 403, 421, 315, 113, 354, NA, 504, 300, NA, NA, 379, NA, 410, NA, 300, 512, NA, 373, NA, NA, 1391, NA, 421, NA, NA, NA, 210, 210, NA, NA, NA, 359, NA, 665, 363, NA, 275, NA, NA, 268, NA, NA, 392, NA, 325, NA, 421, 371, 398, 421, 223, 272, NA, 210, NA, 190, 342, NA, 521, NA, NA, 293, NA, 292, 204, 421, NA, 421, 421, NA, 210, 210, 249, 602, 285, 403, 391, 421, 363, NA, 420, NA, 375, NA, NA, NA, NA, 210, 412, 1198, 674, 421, 1106, 478, 312, 421, 337, NA, NA, 210, NA, 395, NA, NA, 668, NA, 667, 320, 210, 210, NA, 168, 188, NA, NA, NA, 484, 472, NA, 371, NA, NA, 268, 421, 199, NA, NA, NA, NA, NA, 316, 449, 308, NA, 355, 421, 263, NA, 421, 631, 631, 678, NA, NA, 360, NA, 123, NA, 297, 169, 684, 1109, 607, 842, 631, NA, 390, 165, 179, NA, NA, NA, NA, 308, 421, NA, 316, 341, 284, 187, 318, 363, 372, 217, 299, 342, 301, NA, NA, 315, 561, 210, 369, 334, 289, NA, 359, 330, NA, NA, 526, 576, 544, NA, NA, 348, 509, 431, 526, 526, 664, NA, 632, 581, NA, NA, 421, 621, 631, NA, 526, 724, NA, 650, 421, NA, NA, 873, NA, NA, 421, NA, 526, NA, NA, NA, 631, NA, NA, NA, NA, 534, 316, NA, 483, NA, NA, NA, NA, 531, 330, 435, NA, 380, 421, 355, 483, 390, 370, 641, 275, 288, 769, 421, 421, 801, 631, 529, NA, 316, 529, 514, 443, NA, 514, 610, 539, 958, NA, 950, 706, 1520, NA, NA, 709, 934, 446, 673, 421, 270, 421, NA, NA, 613, 675, NA, 477, 436, NA, 910, NA, 631, 680, 683, 710, NA, 704, NA, 1003, NA, NA, 517, 787, 714, 766, 734, 668, 519, NA, 1165, 979, 735, 610, 639, 974, 390, 1063, 908, NA, NA, 819, 1348, 482, 851, NA, 351, 702, 246, 421, NA, 462, 421, 624, 526, NA, 625, 484, 947, 524, 455, 1664, 1047, 842, 421, NA, 343, 307, NA, NA, 274, 385, 359, 511, NA, 314, NA, NA, NA, NA, NA, 556, 384, 455, 361, 421, 508, 492, 403, NA, 331, 342, 409, 149, 326, NA, NA, 421, 400, NA, NA, 371, 355, NA, NA, NA, 496, 492, 292, NA, 490, 685, 347, NA, 322, 300, NA, 487, NA, NA, 261, 312, 304, 419, NA, NA, NA, 428, 316, 305, 419, 421, 411, 316, 378, NA, NA, 210, 329, 526, NA, NA, 236, 210, NA, NA, 323, NA, 421, NA, 294, 495, NA, 290, 598, 581, 348, NA, NA, 309, NA, 354, NA, 421, 538, 446, 312, 440, NA, NA, 630, 1032, 472, 417, 773, 549, 510, 631, 388, 368, 369, 440, 435, 480, 316, 500, NA, 317, 455, 379, 339, NA, 297, 315, 310, 226, 205, 291, 249, NA, NA, NA, NA, 526, 293, NA, 284, NA, 421, 496, 421, NA, NA, 291, 354, 263, NA, 429, 631, 417, 389, NA, 526, 498, 421, 536, 957, 259, 210, 250, NA, NA, NA, NA, 315, NA, 506, 526, 333, 236, 319, 463, 274, 322, 223, 287, NA, NA, NA, NA, NA, 246, 369, NA, NA, 427, 258, 311, 314, NA, 220, NA, 388, 1428, 478, 1052, 516, 283, 352, 435, 396, 258, 397, NA, NA, 606, NA, NA, 416, NA, NA, NA, NA, NA, 411, 525, NA, 509, 1202, 400, 527, 544, NA, NA, NA, NA, NA, NA, 790, 860, 832, 430, 557, NA, NA, 487, 574, 927, NA, 531, 799, 511, 455, NA, NA, 325, 278, 309, NA, NA, NA, NA, 405, NA, NA, 464, 421, 421, 389, 284, NA, NA, 316, NA, 732, 559, NA, NA, 567, 526, 1094, 527, 526, 790, NA, NA, 526, 561, 855, NA, NA, NA, 526, 819, 631, NA, 623, 605, 606, 901, 1880, 1345, 736, 631, 1143, 544, 690, 526, 561, 667, 609, 421, 596, NA, 467, NA, NA, 631, 421, 421, NA, 579, 497, 579, 569, 610, 631, 579, 579, NA, NA, 526, 559, 421, NA, 540, NA, NA, NA, NA, NA, 365, 292, 458, 540, 379, 393, NA, NA, NA, NA, NA, NA, NA, 421, 393, 287, 316, 313, NA, 280, 320, 275, NA, 313, 318, NA, NA, 213, 515, NA, NA, 388, 385, 351, 585, 320, 202, 299, NA, NA, 230, NA, 198, 198, NA, NA, 279, NA, 232, 720, 850, 405, 239, 331, NA, NA, 210, NA, 309, 212, NA, 432, 210, 385, 418, 238, 404, NA, 410, 310, 251, 303, NA, NA, NA, NA, 312, NA, NA, 279, 266, 389, 294, 215, NA, NA, 418, 421, 613, 615, 465, 414, NA, 652, NA, 819, 733, NA, 306, 378, 421, 618, 532, 1166, 575, 421, 472, NA, 526, NA, NA, NA, 319, 421, 421, NA, 290, 497, 283, NA, 301, 348, 351, 317, 666, NA, NA, NA, 678, 549, NA, 1282, 1703, 678, 621, 668, 631, 521, 636, 515, 699, 767, 427, 614, 286, NA, 292, 648, 303, 198, 232, NA, NA, NA, NA, NA, 820, NA, 229, 221, 267, 308, 207, 210, 323, 269, 282, NA, NA, NA, 337, 285, 226, NA, NA, 358, 280, 341, 413, 385, 279, 212, 236, 211, NA, 293, 282, NA, 379, 334, NA, 298, 247, 298, NA, 299, 429, 418, 405, 418, 439, 323, NA, 300, 392, 338, NA, 390, NA, 399, 332, 366, 365, NA, …
#> $ earn_count_wne_hi_1yr <dbl> NA, 13, 16, 39, NA, 11, 22, 12, 64, 138, 33, 45, 17, 32, 37, 28, 73, 18, 48, 123, NA, 20, NA, 23, 38, NA, 97, 92, 31, 114, 83, NA, 694, 87, 108, 38, NA, NA, 32, 137, 57, NA, 12, 25, NA, 17, 68, 51, 32, 52, 21, 149, 48, 15, 97, 11, 11, 276, 15, 47, 15, 47, 72, 119, 24, 41, 37, 19, NA, 24, NA, 40, 15, 26, NA, 26, 44, 11, 20, 15, 46, 34, 26, 56, 82, 41, NA, 26, NA, NA, 34, 78, 177, 89, 22, 13, 20, 32, 29, 26, 58, 13, 22, 35, 44, 26, NA, 36, NA, NA, 11, 13, 24, 74, 70, 78, 120, 290, 30, 30, 67, 33, 12, 27, NA, 72, NA, 30, 94, 49, 11, 65, 36, NA, NA, NA, 178, 15, 23, 23, 16, 12, 20, 56, NA, 13, NA, 31, 58, 45, 849, 15, 59, 30, 46, 104, 34, 199, 41, 76, 104, NA, 168, 129, 16, 88, 24, 15, 13, 12, 24, 15, 19, 12, 22, 14, 14, 45, 23, 14, 19, 64, 25, 18, NA, 20, NA, 22, 51, 14, 25, 976, 275, NA, NA, 56, 49, 210, 30, 15, 75, 30, 46, 33, 42, NA, 66, 15, 47, 55, 138, 29, 54, 11, 73, 17, 28, 70, 11, 32, 51, 13, 27, 259, 157, 105, NA, 513, 34, 24, 41, 34, 13, 29, 43, 53, 102, 37, 608, 92, 22, 13, 61, 219, 42, 30, 39, 18, 18, 17, 50, 71, 43, 51, 33, 18, 27, 19, 62, NA, 32, 53, 52, NA, 21, 38, 60, 113, 397, 208, 60, 32, 300, 30, 149, 113, 78, 16, 49, 15, 15, 17, 25, NA, 87, 69, 72, 161, 19, NA, NA, 35, 35, 19, 110, NA, 29, 49, 48, 31, 161, 19, 137, 34, NA, 31, 22, 38, 28, 91, 53, 23, 21, 407, 481, 316, 24, 13, NA, NA, NA, 36, 15, 98, 39, 40, 128, 37, 26, 24, 11, 89, 35, 12, 19, NA, NA, 87, 11, 14, 11, NA, 54, 121, 11, 39, 51, NA, 11, 42, 37, 119, 61, 25, 25, 39, 88, 22, 32, 64, 20, NA, 58, 18, 11, 29, 18, 22, 79, 151, 19, 21, 55, 18, 32, 544, 72, 19, 50, NA, 157, 132, 105, 18, NA, NA, 220, 45, 117, NA, NA, 42, NA, 42, 23, NA, 62, NA, 31, NA, 32, NA, 172, 37, 20, 17, 340, NA, NA, 43, 222, 77, 33, NA, 95, 100, 73, NA, 120, 11, 38, NA, NA, 53, 12, 36, 20, 11, 17, 75, NA, 19, 29, 31, 13, NA, 18, 22, NA, 36, NA, NA, 97, 45, 27, 32, 113, 53, 101, 18, 96, 52, 19, 68, 14, 35, 42, 27, 82, 163, 11, NA, NA, NA, 17, 128, 54, 19, 11, 45, 31, 26, 13, 25, 18, NA, 27, 42, 70, 11, 34, 22, 83, 36, NA, 40, 19, 79, 120, 93, 91, 31, 44, 135, 57, 82, 15, 24, 29, 30, NA, 99, 15, 74, 16, 36, 91, 23, 30, 83, 70, 118, 200, 57, 48, 50, 20, 25, 13, 15, NA, 52, NA, 32, 161, 30, 20, 14, 11, NA, 42, 86, 25, 115, 86, 35, 29, 37, 73, 64, 57, 29, 95, 156, 49, 83, 92, 20, NA, NA, 13, 12, 14, 19, 17, 12, 15, 60, 20, 21, 17, 16, 30, 69, 44, 17, 125, 385, 31, NA, 15, 14, 46, 57, 34, 27, 22, 85, 24, 45, 104, 129, 21, 35, 31, NA, NA, 23, 11, 27, 197, NA, NA, NA, 12, NA, NA, NA, 40, 24, 84, 24, 16, 25, 145, 48, 142, 65, 21, 18, NA, 40, 47, NA, 15, 43, 477, 271, 18, 15, 61, 150, 26, 93, 37, 26, 14, 22, 16, 21, 12, 40, 63, 21, 13, 20, 17, 13, 16, 16, NA, 17, 197, NA, NA, 51, 52, 173, 26, 63, 19, 81, 18, 164, 39, NA, 18, NA, 35, 37, 34, 76, 42, 40, 183, 12, NA, NA, 13, 61, NA, 45, 21, 27, 290, 71, 54, 87, 11, 28, 234, 48, 36, 47, NA, 70, 51, 162, 21, 69, 20, NA, 206, 226, 733, 229, 45, 15, 18, 15, 38, 40, 45, 42, 37, NA, 36, 24, 11, 109, 32, 23, 78, 79, 113, 19, 17, 29, 19, 21, 59, NA, 38, 75, 353, 461, 88, 40, 24, 585, 52, NA, NA, NA, 40, 23, 38, 26, 22, NA, 16, NA, 20, 11, 69, 17, 13, NA, 12, 13, NA, 59, NA, 28, NA, 24, 11, 27, 24, 63, 57, 24, 42, 13, 92, 16, 40, 59, 15, 32, 13, NA, 37, 86, NA, NA, 22, 16, 17, 108, 104, 90, 31, 39, 29, 40, 260, 122, 15, NA, 36, 26, NA, 20, 13, 144, 71, 79, 91, NA, NA, NA, NA, 23, 14, 26, 36, NA, 87, 34, NA, 12, NA, 22, 15, 37, 41, 33, 19, NA, 19, 40, 20, 58, 26, 28, 79, 1192, 12, 402, 37, 376, 154, 55, NA, NA, 64, 38, NA, 12, 20, 92, 401, 25, 21, 51, 198, 12, NA, 35, 141, 14, 27, 303, 69, 55, 30, NA, 18, 36, 28, 33, 38, 23, 22, 87, NA, 170, 33, NA, NA, 39, NA, 25, 15, 24, 90, 14, 57, 240, 36, 369, 24, 136, 29, 16, 40, 68, 11, NA, 12, 151, NA, 37, 134, 416, 38, 88, 19, 46, 97, 32, 60, NA, 26, 12, 18, 24, 27, 173, 12, 23, 17, 42, 79, 21, 27, 81, 29, 28, 103, 53, 74, 11, 32, 19, NA, 29, 17, 24, 39, NA, 39, 14, 114, 105, 13, NA, NA, 42, 57, 46, 12, 41, 16, NA, NA, NA, 24, 57, 47, NA, 49, 39, 29, 66, 55, 19, 45, NA, 18, 11, 105, 14, 48, 23, 20, NA, 23, 17, 21, 23, 21, 112, 167, 111, 18, 12, 50, 234, 80, 37, 14, 34, 29, 46, 88, 579, 33, 136, 52, 33, 113, 71, 25, 13, 99, 40, 14, 12, 111, 104, NA, NA, 33, 50, 56, 23, 13, NA, 172, 58, 28, 44, NA, NA, 46, 47, 47, 15, 19, 52, 22, 29, 232, 55, 41, 71, 74, NA, 31, 298, 59, 82, 37, 36, 59, 53, 17, 36, 17, 34, 21, 11, 62, 21, 14, 77, 151, 51, 2360, 24, 29, 57, 142, 54, 112, 93, 55, 40, 202, 97, 28, 501, 97, 46, 31, NA, NA, 84, 20, 81, 19, 70, 178, 28, NA, 189, 28, 16, 96, 65, 16, 37, 47, 87, 61, 32, 68, 13, 20, NA, 37, NA, 17, NA, 27, 159, NA, 12, 28, 12, 222, 190, 287, 60, 31, 11, NA, NA, 21, 15, 32, 40, 57, 52, NA, 31, 15, 57, 68, NA, NA, NA, 23, 12, 56, 55, 35, 19, 29, 14, 26, 37, 37, 144, 44, 15, 32, NA, 51, 62, NA, 33, 33, 38, 28, 15, 32, 28, 48, 18, 45, 223, 30, 26, 25, 17, 23, NA, NA, 48, 34, 22, 16, NA, NA, NA, 74, 66, NA, 82, 265, 36, 14, 94, 82, 12, 84, 76, 38, 27, 13, NA, 40, 60, 22, 101, 52, NA, 14, 408, 14, 41, 25, 144, NA, 28, 20, 200, NA, 74, 40, 31, 26, 21, 20, 32, 87, 161, 58, 15, 138, NA, 124, 14, 66, 90, 34, NA, 23, 11, 71, 81, 29, 31, 21, 22, 108, 90, 46, 12, 30, 61, 80, 55, 31, 126, 333, 45, 15, 43, 27, 41, 50, 12, NA, 40, 15, 83, 16, 39, 56, 71, 36, 12, 22, 68, 13, 65, NA, 17, 14, 61, 76, NA, NA, 13, 84, NA, 56, 62, 23, 47, NA, NA, 236, 28, 29, 87, 38, 239, 11, 25, 23, 48, 217, 106, 26, 25, 48, NA, 27, 11, 18, 24, 27, NA, 50, NA, 26, 23, 25, 16, 20, 48, 43, 132, 42, 18, 18, 12, 80, 107, 41, 15, 12, 57, 17, 76, 43, 21, 17, 13, 89, 17, 37, 44, 29, 89, 117, 262, 99, 19, 27, 24, 226, 17, 62, 20, NA, 48, NA, 74, 264, 62, 38, 13, 200, 98, NA, NA, NA, 40, 25, NA, 55, 18, 21, 52, 39, 56, NA, NA, NA, NA, NA, 117, 34, 29, 24, 78, 30, 17, 20, 98, 67, NA, 53, NA, 21, 114, 15, 63, 11, 31, 32, 29, 60, 38, 140, 259, 15, 31, 20, 29, NA, 14, 17, 18, 26, NA, 39, 111, 86, 43, 61, 63, 100, 63, 46, 80, 27, 113, 13, NA, 101, 46, 75, 154, 80, 36, 27, 147, 67, 31, 15, 138, 32, 31, 13, NA, 14, 33, 19, 37, 30, 40, 15, 54, 28, NA, 29, 17, 162, 46, NA, 34, 378, 14, 52, 26, 25, 22, 76, 19, 11, 33, 25, 23, 15, NA, NA, 53, 24, 34, 15, NA, 18, 49, 21, 27, 16, 12, 48, 16, 155, 44, 43, NA, 101, 39, 76, 30, 38, 36, 26, 67, 45, 68, 54, NA, 60, 80, 65, 53, 14, 68, 81, 82, 11, 59, 257, 129, 38, 21, 45, 192, 116, NA, 16, 289, 37, 274, 307, 34, 19, 45, 21, 13, 24, 110, NA, 159, 106, 26, 174, 20, 29, 37, 27, 89, NA, 26, 22, 34, 14, 22, 137, 51, 131, 39, 266, 27, 17, 19, 488, 418, 66, NA, 66, 20, 90, NA, 149, NA, NA, 37, 60, NA, 42, 12, 25, 24, 61, 20, NA, 48, 21, 32, 38, NA, 64, 37, 52, 107, 261, 170, 56, 252, 76, NA, 21, 208, 33, 18, 149, 20, 47, 82, 35, 105, 18, 11, 18, NA, 46, 27, 67, 57, 186, 28, 97, 89, 44, 22, 77, 143, 75, 78, 18, 14, 19, 55, 31, NA, NA, 451, 326, NA, 21, NA, 14, 20, 44, NA, 45, 53, 48, 21, 21, 76, NA, 39, NA, NA, 25, 24, 30, 62, NA, 16, NA, 38, 104, 171, 144, 299, 187, 16, 30, 17, 13, 141, 277, 25, 31, NA, 125, 25, 13, 12, 58, 24, 34, NA, 41, 82, NA, 28, 42, 42, 58, 15, 19, 42, 23, 16, 15, 46, NA, 23, NA, 77, 64, NA, 42, 34, 55, 37, 81, 18, 84, 655, 52, 39, 64, 65, 51, 19, 32, 46, 19, NA, 53, 41, 34, 17, 46, 29, 55, 113, 59, 31, 48, 15, 27, NA, NA, 27, 66, 13, 27, NA, 72, 51, 379, 13, 23, 19, 16, 35, 14, 42, 21, 29, 36, 20, 85, NA, 21, 48, 36, 105, 63, 28, 12, 11, 13, 21, 42, 25, 60, 36, 124, 73, 46, 30, 74, 42, 161, 158, 20, 29, 38, 35, 24, 40, 36, 23, NA, 82, 15, 37, 50, 13, 30, 18, 43, 22, 38, 117, 40, 238, 98, 87, 799, 146, 23, NA, NA, 26, NA, NA, 162, 22, 14, NA, NA, NA, 20, 42, NA, 32, 65, NA, 52, 192, NA, 23, 13, NA, 12, 24, 39, 19, 44, 70, 21, NA, NA, 51, NA, 33, NA, 192, 211, 30, 39, 12, 13, 71, 34, 23, 26, 15, 14, NA, 22, 13, 16, 18, NA, 37, 18, 27, 48, NA, 109, 21, 44, 71, 19, 11, 23, 211, 61, 37, 136, 138, NA, NA, 64, 50, 49, 11, NA, 14, 28, 247, 63, NA, 44, 32, 57, 346, 104, 413, 256, 39, 81, 23, 204, 824, 171, 144, 33, 16, 33, 16, 71, 46, NA, 35, NA, 157, 27, 33, 107, 21, 25, 24, 34, 231, 49, 23, NA, 129, 895, 54, 18, 69, 11, 11, 19, NA, 26, 89, 92, 46, 51, 87, 127, 13, 27, 13, 24, 12, NA, NA, 16, 87, 138, 37, 44, 17, 28, 37, 81, NA, 43, 154, 18, 20, 21, 99, 20, NA, 245, 50, 108, 393, 287, 87, NA, 16, NA, 70, NA, 39, 44, NA, NA, 90, 20, 55, 18, 28, 46, 28, 19, 15, 18, 26, NA, 33, 21, 17, 35, 24, 55, 90, 39, 28, 21, 23, 34, 272, 87, 14, 12, 14, 33, 27, 50, NA, 33, 36, NA, 56, 26, 13, NA, 26, 16, 25, 37, 25, 47, NA, 15, 12, 201, 30, NA, 88, 42, 39, 26, 42, 70, 25, 121, 39, 15, 61, 12, 17, NA, 33, 20, 94, NA, 36, 25, 74, 15, 68, 49, 28, 30, 35, 25, 14, NA, 149, 131, NA, 61, 97, 359, 124, 148, 197, 22, 22, 29, 28, 53, 42, 27, 187, 25, 40, 30, 32, 65, 79, 20, NA, 11, 20, 20, 322, 16, 19, 126, NA, 15, 16, 125, 49, 82, 59, 13, NA, 15, 39, 57, 34, 35, NA, 36, 124, 65, 69, 38, 366, 18, 22, 82, NA, 17, 19, 14, 33, 56, 39, 104, 51, 21, 14, 24, 48, 19, 19, 67, 61, 132, 14, 52, 23, 56, NA, 18, NA, 22, 60, 91, 22, 17, 12, 15, 34, 32, 89, 20, 108, 61, 245, 114, 27, 16, 24, 27, 22, 64, 19, 45, 15, 12, 32, 12, 20, 34, 28, 82, 60, 124, NA, NA, 11, 82, 50, 60, 248, NA, 22, NA, 33, 63, 157, 115, 15, 18, 43, 18, 194, 23, NA, 64, 106, 12, NA, 83, 57, 46, 57, 180, 32, 16, 425, 11, 21, 226, NA, 14, 52, NA, 62, 18, 22, 83, NA, 38, 48, 16, 12, 102, 31, 51, 18, 48, 39, 100, 33, 28, 19, NA, 41, 183, 48, 133, 154, 44, 22, 13, NA, 44, 41, 135, 13, NA, 43, 82, 19, 21, 16, 33, 17, 14, 43, 19, 13, 48, NA, 11, 32, 29, 11, 151, NA, NA, 11, 18, 37, 72, 78, 31, 36, 37, NA, 37, 41, 38, 50, 11, 21, 17, 13, 25, 22, 179, NA, NA, 19, 118, 31, 13, 19, 72, 124, 22, 59, 45, NA, 17, 52, 38, 14, 63, NA, 17, 13, NA, 13, 14, 15, 17, 26, 32, 35, 17, 26, 81, 33, 27, 35, 19, 67, 33, 19, 16, 38, 27, 543, 16, 115, 28, 23, 28, 12, 53, 38, 25, 12, 40, 18, 87, 31, 51, 32, 21, 81, 281, 114, 28, 816, 55, 32, 13, 18, 22, 16, 14, 226, 460, 142, 63, 55, 102, 122, 22, 88, 20, NA, 19, 84, NA, 50, 32, 38, 34, 82, 116, 55, 17, 53, NA, NA, 37, 18, 101, 96, 100, 34, 22, 31, 25, 26, 20, 100, NA, 131, 11, 30, 16, 42, NA, 45, 37, 67, 44, 178, 357, 100, 16, NA, 11, NA, 46, 53, 60, 39, NA, 48, 18, 11, 19, 45, 2…
#> $ earn_mdn_hi_1yr <dbl> NA, 47666, 52941, 45940, NA, 37208, 36132, 37568, 33535, 38065, 50439, 40737, 34704, 55693, 44418, 36221, 42347, 44468, 46018, 90334, NA, 18154, NA, 45794, 45852, NA, 91274, 99702, 54910, 53537, 66969, NA, 92804, 67202, 59834, 78896, NA, NA, 45980, 93383, 68499, NA, 52107, 49136, NA, 35701, 59124, 52107, 44666, 47630, 35416, 50231, 93646, 25194, 42841, 48667, 41205, 39254, 41789, 57318, 36668, 87973, 48563, 81031, 60106, 85637, 50606, 57318, NA, 47595, NA, 44989, 42682, 36132, NA, 39729, 59576, 49683, 96183, 57318, 46321, 42905, 37568, 44495, 49179, 77213, NA, 38721, NA, NA, 53358, 91363, 107636, 62409, 68219, 44942, 28960, 45529, 42682, 60399, 56189, 46589, 45696, 39909, 43601, 43240, NA, 38721, NA, NA, 52107, 56641, 63600, 59485, 46589, 46620, 52789, 46200, 49588, 36848, 42099, 52464, 53358, 63005, NA, 45102, NA, 68219, 66686, 55964, 46321, 43909, 43240, NA, NA, NA, 97565, 65053, 58447, 63005, 45696, 40089, 35274, 44520, NA, 55964, NA, 57657, 106421, 68666, 94985, 62409, 44170, 55151, 40855, 44429, 38289, 36288, 46087, 55813, 39609, NA, 90701, 60240, 53697, 45696, 47260, 50105, 84653, 52168, 50606, 116679, 94408, 53810, 58673, 84653, 54713, 51197, 63005, 56776, 82882, 48667, 55964, 44933, NA, 66171, NA, 45808, 42044, 44170, 101964, 50684, 50320, NA, NA, 45383, 43178, 43240, 48432, 21508, 86129, 81702, 68499, 85760, 69643, NA, 91300, 108649, 79808, 52107, 41737, 56641, 43087, 44384, 46673, 39729, 44468, 40089, 84653, 64493, 44595, 29685, 62409, 53858, 62192, 51035, NA, 46843, 58673, 43798, 40896, 45529, 28598, 29685, 21356, 60920, 67324, 48041, 98670, 57550, 60771, 37208, 73635, 88678, 63600, 77536, 49136, 41007, 46478, 52941, 81886, 41813, 43128, 46217, 40017, 34704, 87183, 43798, 35213, NA, 52107, 50439, 72022, NA, 30771, 63997, 39639, 50263, 78463, 97211, 58673, 52107, 49984, 49019, 43664, 40802, 50606, 74200, 50105, 38289, 43798, 58673, 40896, NA, 59576, 97604, 99402, 63377, 44091, NA, NA, 47494, 42682, 51392, 47377, NA, 40896, 67101, 43798, 44356, 45724, 53358, 73446, 43426, NA, 44276, 40188, 56234, 37208, 127000, 60665, 83177, 37856, 44252, 49437, 43155, 39369, 36668, NA, NA, NA, 31915, 50856, 49437, 44170, 55286, 125388, 59986, 39099, 55286, 47260, 37328, 45383, 38721, 37593, NA, NA, 40561, 44189, 45696, 53358, NA, 43696, 38937, 43575, 41406, 47416, NA, 45696, 53894, 43426, 64990, 93409, 57318, 53984, 42682, 41607, 43240, 54109, 100478, 39369, NA, 54948, 49631, 40737, 35213, 38289, 43798, 43798, 71255, 42682, 42682, 42166, 38289, 55286, 60336, 56979, 36312, 36848, NA, 45778, 54091, 46087, 47260, NA, NA, 111196, 61516, 62756, NA, NA, 45696, NA, 60161, 39741, NA, 40089, NA, 40821, NA, 90146, NA, 45696, 32925, 61516, 39009, 62963, NA, NA, 40512, 49292, 68499, 42123, NA, 113463, 65238, 63005, NA, 73739, 60298, 51482, NA, NA, 43240, 79450, 73355, 69338, 84653, 67660, 51829, NA, 80022, 75383, 104749, 99517, NA, 57318, 51482, NA, 71734, NA, NA, 66745, 57318, 55738, 40551, 57770, 68499, 62260, 56415, 58522, 66573, 33987, 89393, 77715, 68965, 70456, 50677, 53017, 54732, 33281, NA, NA, NA, 42682, 73378, 49579, 63005, 94408, 70296, 76460, 43798, 38289, 49562, 82440, NA, 41087, 47260, 49611, 38289, 65387, 61814, 74038, 51035, NA, 63749, 38289, 66003, 60165, 67561, 116397, 48600, 63749, 68443, 64756, 49962, 64829, 36312, 38289, 65905, NA, 62829, 26353, 48935, 45026, 111196, 84161, 62012, 51273, 53608, 63921, 57963, 72908, 71854, 86424, 76930, 87310, 38289, 44649, 77213, NA, 44925, NA, 48667, 54696, 62154, 41937, 25194, 42682, NA, 68858, 47846, 46478, 131165, 76460, 64629, 72022, 45500, 61110, 89790, 55383, 71015, 64990, 69114, 72357, 66728, 78719, 68858, NA, NA, 41937, 57318, 64791, 84100, 63112, 41565, 66244, 57017, 51273, 32925, 30771, 73949, 67995, 46380, 69757, 98743, 58898, 59506, 57318, NA, 33987, 26896, 71854, 75518, 52107, 48041, 63600, 74063, 48041, 61218, 77715, 58040, 39729, 89746, 71575, NA, NA, 60771, 31133, 59648, 56979, NA, NA, NA, 27048, NA, NA, NA, 67899, 54322, 113602, 101406, 29685, 44984, 77283, 60523, 53963, 71575, 37208, 84653, NA, 43054, 40017, NA, 25194, 71854, 70747, 54348, 42682, 28019, 34259, 68931, 63005, 53219, 95739, 72403, 35594, 84653, 41565, 72214, 47260, 59045, 49467, 76460, 44384, 39592, 40485, 35060, 44971, 43426, NA, 69338, 56693, NA, NA, 67660, 85538, 74576, 47260, 49019, 67660, 79180, 94408, 53796, 72930, NA, 28960, NA, 58673, 128737, 130680, 108244, 63799, 57318, 60159, 69338, NA, NA, 52107, 60325, NA, 144240, 55512, 119061, 103705, 62579, 56415, 61778, 35060, 134287, 57159, 71202, 99991, 87752, NA, 48112, 65672, 59124, 29685, 35594, 24035, NA, 69775, 102451, 150453, 57318, 39009, 42682, 55338, 122038, 139414, 56189, 82440, 77487, 94408, NA, 36848, 33281, 38289, 63799, 33993, 67660, 109763, 56415, 54234, 46087, 52107, 58673, 36852, 21508, 22485, NA, 46790, 78134, 80384, 85781, 83997, 80964, 35774, 54128, 63005, NA, NA, NA, 47260, 25967, 47260, 48432, 65053, NA, 57860, NA, 42682, 165766, 75090, 71575, 47260, NA, 60173, 81111, NA, 57995, NA, 125388, NA, 71643, 108092, 56234, 91744, 114223, 73720, 71575, 79598, 64493, 95295, 56776, 54522, 138711, 122038, 47846, 73949, NA, 46673, 53080, NA, NA, 55512, 46790, 53775, 49571, 58316, 56133, 51482, 60771, 55964, 51829, 75573, 64659, 45529, NA, 62260, 52107, NA, 52941, 52107, 61609, 58673, 52990, 49449, NA, NA, NA, NA, 75090, 19227, 31133, 48823, NA, 95295, 54996, NA, 38289, NA, 55964, 29685, 66045, 52562, 53069, 53671, NA, 72796, 49175, 33993, 71435, 50231, 73949, 88342, 60356, 67660, 84429, 76566, 63477, 55117, 47390, NA, NA, 54192, 45128, NA, 69338, 42682, 48563, 52941, 42682, 72899, 52420, 68153, 42774, NA, 63997, 49344, 60161, 90856, 65310, 58673, 63749, 83177, NA, 61516, 53775, 71015, 50856, 77401, 50856, 35600, 45539, NA, 51857, 50606, NA, NA, 68858, NA, 67420, 57318, 54035, 52502, 39369, 46478, 46884, 54463, 99335, 124590, 59485, 71854, 33993, 120922, 64493, 67660, NA, 50465, 56043, NA, 70829, 71168, 74641, 56234, 61516, 57318, 64196, 50341, 38289, 60878, NA, 33281, 41565, 48432, 74576, 56776, 50717, 39009, 52733, 52107, 70009, 59011, 52107, 97604, 79284, 69338, 104192, 67014, 49600, 53358, 51607, 49527, 54322, NA, 61516, 48849, 43128, 123527, NA, 46869, 97071, 93242, 92410, 63005, NA, NA, 51794, 59011, 57619, 53358, 44170, 84653, NA, NA, NA, 71015, 77401, 68592, NA, 72177, 51794, 61020, 119358, 76460, 63005, 63666, NA, 44384, 74573, 56494, 58673, 52733, 58943, 52107, NA, 35060, 96183, 73635, 47260, 46478, 52357, 53873, 75330, 81333, 57318, 64493, 118392, 98403, 116679, 133624, 65924, 60161, 88195, 58115, 48417, 48432, 72850, 72022, 58673, 73635, 98213, 70176, 97604, 58673, 116083, 115901, 59846, 52524, 133919, NA, NA, 67660, 56114, 57995, 30409, 69338, NA, 109763, 75432, 55512, 47846, NA, NA, 121046, 74200, 45696, 106421, 59901, 61814, 62154, 125388, 63530, 43319, 51106, 116456, 51224, NA, 55286, 47585, 36668, 99790, 76460, 80292, 107376, 91744, 72899, 94408, 47327, 40647, 55383, 47260, 48823, 62012, 49058, 64990, 71225, 61516, 51438, 157774, 62508, 29685, 30499, 18619, 104749, 122902, 50161, 98974, 54880, 74576, 161637, 128506, 68343, 60839, 72671, NA, NA, 95473, 78343, 78514, 52733, 69897, 43630, 54109, NA, 43891, 37208, 52107, 54477, 56189, 52107, 83546, 44666, 53942, 71575, 49214, 44170, 68666, 72482, NA, 63997, NA, 40017, NA, 52107, 58823, NA, 73949, 52107, 56415, 50439, 90533, 89790, 63692, 76460, 69338, NA, NA, 39009, 38289, 42682, 43798, 44728, 40548, NA, 46673, 33993, 93742, 67660, NA, NA, NA, 101072, 55964, 108852, 88416, 70456, 98403, 72482, 33900, 30771, 29685, 53358, 81391, 61922, 78971, 47260, NA, 42458, 59124, NA, 67420, 75518, 82756, 77087, 79450, 48667, 49214, 46087, 49644, 76460, 47346, 36992, 83177, 65131, 41342, 39369, NA, NA, 41565, 40467, 36848, 99683, NA, NA, NA, 43504, 38829, NA, 59756, 94851, 61380, 46478, 63600, 55964, 33993, 79473, 53497, 44276, 61064, 47260, NA, 44737, 43426, 53108, 39172, 40641, NA, 62260, 44912, 36674, 48041, 63600, 49475, NA, 23649, 67660, 90945, NA, 62357, 61020, 62260, 76460, 58943, 87399, 74307, 42256, 43888, 62409, 26933, 31523, NA, 42099, 47260, 53179, 46087, 43178, NA, 50439, 18771, 44542, 44227, 30409, 52733, 87973, 58479, 95348, 43922, 66877, 44356, 27439, 40896, 39832, 49937, 31527, 93646, 71575, 66355, 38829, 94940, 59722, 39369, 42458, 33993, NA, 42235, 26689, 65984, 66449, 67899, 45919, 47729, 50231, 42123, 61245, 118747, 40461, 54109, NA, 49136, 50856, 51722, 52684, NA, NA, 56415, 47595, NA, 47260, 188836, 74576, 69817, NA, NA, 48363, 79688, 48667, 50952, 52524, 49064, 27439, 61177, 56415, 107376, 115897, 71903, 70680, 92410, 45618, NA, 46087, 41992, 65238, 49709, 113331, NA, 71575, NA, 39369, 53358, 54192, 35420, 20140, 48265, 95295, 91211, 76878, 64990, 103078, 49840, 53108, 42479, 40551, 57318, 71957, 66653, 52524, 63005, 54522, 42682, 53775, 69535, 45934, 47260, 98403, 46738, 106421, 121226, 69606, 69218, 87112, 84653, 39369, 48823, 48639, 41007, 50231, 47260, NA, 61020, NA, 70456, 92010, 76930, 68079, 56415, 58015, 54346, NA, NA, NA, 54948, 48641, NA, 109206, 60320, 44170, 51880, 51551, 52357, NA, NA, NA, NA, NA, 50161, 48628, 59762, 102706, 63997, 50439, 55964, 69338, 66653, 64706, NA, 62260, NA, 36134, 40728, 65332, 38906, 25194, 25525, 31314, 94408, 114446, 71015, 96855, 148663, 32029, 46087, 54531, 48628, NA, 56931, 53358, 30409, 31670, NA, 93439, 92885, 54571, 59819, 59011, 51607, 49270, 46790, 55964, 44102, 59124, 41789, 53358, NA, 74786, 39214, 84653, 100213, 58866, 61218, 69338, 57564, 72543, 54974, 57318, 62479, 47260, 51273, 61516, NA, 65332, 52607, 58221, 58866, 52107, 57995, 52107, 54996, 44933, NA, 61681, 57318, 72708, 59485, NA, 80964, 61948, 50465, 48823, 30409, 47650, 57318, 89130, 64493, 81659, 82882, 110878, 47260, 39927, NA, NA, 100343, 63997, 71015, 57318, NA, 59722, 50606, 42682, 56234, 48823, 64493, 53984, 52107, 65295, 52733, 87604, NA, 55693, 53497, 57477, 52733, 56716, 65557, 46869, 101792, 99481, 85206, 52941, NA, 65387, 41379, 51607, 85760, 122038, 59576, 76190, 70863, 26353, 69338, 67846, 76041…
#> $ earn_count_wne_hi_2yr <dbl> NA, NA, 11, 19, NA, NA, 25, NA, 60, 83, 36, 37, 11, 46, 29, 27, 74, 22, 46, 104, NA, NA, NA, NA, 43, NA, 74, 88, 28, 92, 60, NA, 627, 74, 79, 21, NA, NA, 14, 69, NA, NA, NA, 28, NA, NA, 46, 40, 34, 36, 20, 111, 32, 13, 98, NA, 11, 292, 17, 55, 15, 20, 72, 95, 51, 30, 48, 12, NA, 15, NA, 46, 11, NA, NA, 22, 43, NA, 21, NA, 36, 24, 30, 40, 83, 24, NA, NA, NA, NA, 23, 57, 131, 66, 16, NA, 13, 11, 12, 31, 48, NA, 16, 38, 36, 30, NA, 14, NA, NA, NA, 18, 16, 45, 62, 55, 113, 192, 33, 30, 74, 35, NA, NA, NA, 61, NA, 25, 72, 43, NA, 55, 43, NA, NA, NA, 177, 12, 19, 19, 15, NA, 13, 62, 20, 11, NA, 25, 28, 46, 646, 12, 55, 27, 27, 89, 34, 157, 28, 70, 20, NA, 138, 109, 11, 81, 13, 22, 12, NA, 27, 13, 28, 15, 16, 14, NA, 34, 14, NA, 13, 36, 48, 17, NA, 27, NA, 27, 52, NA, 19, 498, 184, 13, NA, 62, 34, 248, 15, NA, 44, 25, 40, 24, 36, NA, 41, NA, 32, 35, 64, 21, 31, NA, 40, NA, 16, 53, NA, NA, 38, NA, NA, 161, 33, 65, NA, 503, 12, NA, NA, 32, NA, 23, 36, 44, 73, 41, 552, 101, 11, NA, 14, 174, 49, NA, 16, NA, 15, 15, 40, 75, 35, 44, 25, 16, 21, NA, 67, NA, 39, 38, 38, 13, 19, 32, 48, 99, 338, 148, 55, 36, 260, 16, 136, 138, 74, NA, 53, NA, 17, 14, 21, NA, 108, 37, 48, 172, 12, NA, 16, 28, 48, 11, 107, NA, 35, 34, 33, 30, 157, 16, 127, 26, NA, 36, 15, 49, 27, 54, 41, NA, 14, 268, 321, 234, 20, 12, NA, NA, NA, 26, 11, 74, 33, 38, 120, 31, 21, 19, NA, 90, 20, NA, 18, NA, NA, 72, NA, 11, NA, NA, 50, 132, NA, 25, 39, NA, NA, 26, 20, 75, 43, 13, 24, 33, 92, 21, 24, 64, 11, NA, 50, NA, NA, 14, NA, NA, 74, 73, NA, 17, 31, NA, 27, 533, 34, 19, 30, NA, 96, 109, 75, 11, NA, NA, 150, 42, 121, NA, NA, 19, NA, 42, 22, NA, 54, NA, 24, NA, 12, NA, 135, 28, NA, 28, 285, NA, NA, 34, 213, 79, 31, NA, 41, 63, 32, NA, 98, 15, 35, NA, 15, 32, NA, 25, NA, NA, 21, 64, 17, 22, 26, 19, 17, NA, NA, 18, NA, 49, NA, NA, 64, 41, 24, 24, 88, 52, 82, 12, 94, 62, 12, 48, NA, 36, 41, 24, 50, 136, 14, NA, NA, NA, 16, 91, 54, 15, NA, 41, 23, NA, NA, 25, 19, NA, 28, 35, 97, NA, 33, 25, 90, 39, 13, 29, 16, 64, 111, 93, 82, 29, 33, 166, 35, 76, NA, 21, 17, 30, 20, 92, NA, 87, 23, 57, 85, 22, 26, 56, 31, 84, 140, 45, 31, 45, 13, 31, 18, NA, NA, 37, NA, 28, 152, 21, 18, 15, 17, 15, 29, 75, 23, 77, 72, 35, 25, 26, 70, 79, 62, 20, 53, 142, 34, 37, 53, 12, NA, NA, 12, 11, 11, NA, NA, 14, 11, 65, NA, 37, 11, 16, 30, 41, 40, NA, 97, 350, 17, NA, NA, NA, 23, 40, 22, 30, 15, 58, 15, 24, 64, 90, 13, 27, 19, NA, 11, 16, NA, 11, 154, NA, NA, NA, NA, NA, NA, NA, 24, 24, 51, 21, NA, 22, 139, 45, 145, 71, 25, 15, NA, 43, 46, NA, 13, 24, 349, 255, 21, 15, 43, 136, 23, 70, 36, 13, NA, 21, 20, 17, NA, 35, 91, 16, 11, 12, 15, NA, 12, NA, NA, 16, 193, NA, NA, 53, 28, 182, 23, 53, 16, 84, 23, 167, 48, 14, 16, NA, 29, 41, 19, 108, 38, 20, 96, NA, NA, NA, NA, 36, NA, 26, 14, 25, 159, 38, 49, 79, NA, 28, 235, 40, 36, 35, NA, 58, 63, 160, 12, 63, 19, 21, 196, 239, 654, 75, 44, NA, 14, NA, 25, 38, 39, 46, 34, NA, 29, 28, NA, 109, 30, 20, 70, 79, 58, 20, 17, 16, 22, 20, 65, NA, 25, 82, 248, 300, 43, 32, 17, 463, 37, NA, NA, NA, 42, 16, 32, 19, 31, NA, NA, NA, 17, NA, 31, NA, NA, NA, NA, NA, NA, 28, 21, 13, 14, 16, NA, 25, NA, 50, 56, 16, 34, 13, 77, NA, 22, 25, NA, 42, NA, 11, 40, 73, NA, NA, NA, 13, NA, 41, 26, 64, 24, 36, 26, 25, 272, 122, NA, NA, 21, 26, NA, 16, 17, 117, 111, 80, 90, NA, NA, NA, NA, 26, 15, 29, 31, NA, 77, 57, 12, 21, NA, 24, NA, 37, 39, 31, NA, NA, NA, NA, NA, 35, 23, 19, 49, 824, NA, 248, 23, 283, 86, 22, NA, NA, 49, 32, NA, NA, 12, 71, 236, 20, 15, NA, 148, NA, NA, NA, 74, 14, NA, 222, 51, 35, 11, NA, 14, 28, 19, 42, 48, NA, 19, 74, NA, 98, 15, NA, NA, 36, NA, 13, 17, 19, 64, NA, 58, 215, 42, 376, 15, 59, NA, NA, 19, 24, NA, NA, NA, 45, NA, 29, 152, 258, 21, 47, NA, 24, 68, 15, 21, NA, 17, NA, NA, 11, NA, 76, NA, 12, NA, 21, 47, 19, 13, 37, 17, 14, 57, 42, 64, NA, 12, NA, NA, 38, 12, NA, NA, NA, 26, 13, 117, 116, NA, 16, 15, 40, 54, 21, NA, 29, 15, 12, NA, 12, 28, 42, 45, NA, 42, 27, 24, 61, 49, 27, 38, NA, 13, 12, 82, NA, 36, 16, 14, NA, 17, 18, 13, 11, 23, 108, 144, 52, 21, NA, 11, 184, 90, 44, NA, 19, 12, 25, 47, 274, 13, 81, 23, 19, 68, 35, 11, NA, 108, 33, 15, NA, 52, 105, 15, 15, 22, 58, 26, 22, 15, NA, 134, 34, 30, 43, NA, NA, 45, 46, 40, 19, 18, 58, NA, 26, 205, 73, 40, 41, 87, NA, 33, 319, 70, 54, 35, 31, 55, 40, 22, 38, 15, 22, 14, NA, 72, 19, NA, 47, 143, 53, 2263, 24, 26, 63, 142, 47, 102, 92, 72, 27, 200, 93, 28, 638, 102, 26, 26, NA, 13, 39, 14, 75, 15, 95, 77, 12, NA, 94, 12, 12, 82, 58, 23, 33, NA, 77, 34, 29, 62, NA, 22, NA, 35, NA, 16, NA, 27, 140, 13, 12, 25, NA, 169, 157, 266, 50, 31, 12, NA, NA, 14, 14, 29, 40, 62, 43, NA, 25, 13, 55, 69, NA, NA, NA, 23, NA, 37, 58, 35, 15, 26, 13, 24, 39, 36, 165, 23, NA, 22, NA, 64, 43, 11, 22, 34, 25, 29, 16, 28, 14, 50, 16, 39, 180, NA, 23, 23, NA, 19, NA, NA, 38, 27, NA, NA, NA, NA, NA, 86, 51, NA, 55, 161, 44, NA, 73, 56, 17, 65, 108, 39, 31, NA, NA, 40, 48, 13, 82, 45, 12, 12, 393, 12, 48, 25, 128, NA, 18, 19, 182, 32, 57, 41, 32, NA, 19, 15, 23, 86, 140, 41, 14, 145, 14, 80, NA, 42, 71, 30, NA, NA, 11, 64, 70, 28, 16, 24, 17, 110, 85, 15, NA, 25, 47, 57, 55, 17, 72, 278, 33, 15, 24, 28, 22, 47, NA, NA, 23, 24, 80, NA, NA, 44, 61, NA, NA, 26, 72, NA, 28, NA, NA, NA, 39, 36, NA, NA, NA, 91, NA, 48, 62, 22, 17, 11, NA, 216, 24, 22, 69, 33, 269, NA, 24, 21, 52, 174, 86, NA, 18, 35, NA, NA, 16, 14, 14, 18, NA, 55, NA, 19, 12, 25, NA, NA, 40, 33, 105, 32, 13, NA, NA, 77, 40, 43, NA, NA, 38, NA, 42, 54, 12, 16, NA, 90, 12, 38, 30, 22, 62, 112, 164, 75, NA, 17, NA, 183, 12, 51, 13, NA, 26, NA, 37, 132, 41, 16, NA, 110, 67, 23, NA, NA, 53, 26, 16, 40, 16, 26, 43, 36, 44, NA, NA, 12, NA, NA, 97, NA, 25, 14, 52, 27, NA, NA, 67, 67, NA, 52, NA, 23, 113, 14, 63, NA, 36, 30, 30, 53, 33, 68, 226, NA, 51, NA, 18, NA, NA, NA, NA, 12, NA, 15, 35, 37, 25, 21, 29, 70, 37, 21, 32, 11, 58, NA, NA, 53, 15, 36, 71, 37, 12, 14, 67, 31, 17, 20, 92, 14, 33, 16, NA, NA, 22, 15, 31, NA, 48, 16, 46, 22, NA, 48, NA, 148, 57, NA, 29, 345, 16, 48, 20, 26, 12, 73, 25, NA, NA, 29, 19, 15, NA, 15, 23, 21, 37, 14, NA, NA, 33, 22, 28, 13, NA, 53, NA, 114, 49, 50, NA, 113, 32, 64, 30, 39, 19, 22, 99, 57, 63, 77, NA, 52, 87, 45, 61, NA, 70, 82, 94, NA, 53, 192, 128, 41, 21, 46, 164, 118, NA, 14, 155, 36, 175, 370, 39, 30, 53, 11, NA, 13, 103, NA, 146, 50, 19, 209, 18, 36, 29, 25, 59, NA, 21, 18, 34, NA, 31, 116, 22, 137, 34, 227, 14, 22, 16, 462, 389, 41, NA, 52, NA, 73, 37, 154, NA, NA, 39, 47, NA, 49, NA, 17, 17, 33, 11, NA, 46, 12, 86, 42, NA, 39, 25, 54, 141, 317, 166, 61, 272, 99, NA, NA, 136, NA, NA, 54, NA, NA, 35, 14, 36, NA, NA, NA, NA, 27, NA, 23, 30, 86, NA, 14, 21, 22, NA, 22, 55, NA, 24, NA, NA, 17, 14, NA, NA, NA, 251, 166, NA, 27, NA, 11, 15, 20, NA, 21, 27, 36, NA, 21, 52, NA, 36, 11, NA, 22, 26, 21, 60, NA, 16, NA, 16, 57, 63, 160, 216, 128, NA, 25, 14, NA, 70, 247, 23, 40, NA, 131, 21, 13, NA, 49, 19, 16, NA, 29, 79, 11, 19, 40, 25, 52, 11, 17, 34, 36, 11, 13, 38, NA, 31, NA, 64, 90, NA, NA, 42, NA, 44, 85, 12, 67, 681, 54, 31, 54, 54, 37, 28, NA, 15, 14, NA, 42, 34, 45, NA, 49, 16, NA, 106, 50, 30, 31, NA, 13, NA, NA, 27, 56, 18, 24, NA, 53, 52, 296, NA, 13, 13, 17, 27, NA, 42, 12, 33, 43, 19, 44, NA, 16, 30, NA, 91, 31, 41, NA, NA, 14, 17, 27, 21, 66, 24, 124, 56, 45, 21, 74, 47, 165, 171, NA, 26, 49, 28, 26, 21, 32, 16, NA, 106, NA, 34, 29, 14, 26, NA, 44, 23, 35, 107, 31, 213, 85, 85, 717, 135, 16, NA, NA, NA, NA, NA, 45, NA, NA, NA, NA, NA, 15, 31, NA, 39, 68, NA, 33, 217, NA, 21, NA, NA, NA, 13, 44, 18, 28, NA, NA, NA, NA, 39, NA, 16, NA, 81, 185, 25, 14, NA, 11, 55, 27, 35, 22, 15, 16, NA, 19, 17, NA, 17, NA, 21, NA, 17, 63, NA, 94, 19, 42, 54, 17, NA, 25, 226, 58, 31, 228, 153, 13, NA, 43, 38, 49, NA, NA, 11, 29, 206, 64, 24, 36, 25, 51, 275, 54, 211, 178, 31, 88, 16, 124, 590, 161, 117, 36, NA, 23, 21, 99, 76, NA, 26, NA, 128, 29, NA, 79, 26, 27, 43, 24, 188, 54, 14, NA, 57, 717, 31, 16, 66, NA, 11, 11, NA, 28, 89, 66, 55, 45, 81, 122, 12, 36, NA, 29, 15, NA, NA, 13, 82, 98, 23, 45, 12, 21, 37, 15, NA, 27, 98, 18, 21, 30, 47, NA, NA, 201, 48, 65, 403, 223, 62, 20, NA, NA, 34, NA, 11, NA, NA, NA, 67, 19, 47, 20, 23, 54, 25, 11, NA, 12, 36, 12, 29, NA, NA, 23, NA, 23, 30, 11, NA, NA, 17, 27, 235, 65, 21, NA, 14, 25, 18, 70, NA, NA, 31, NA, 59, 20, NA, NA, 21, 30, 24, 27, 31, 34, NA, 13, 17, 221, 12, NA, 61, 31, 17, 14, 17, NA, NA, 46, 15, NA, 21, NA, 15, NA, 36, NA, 66, NA, 20, 25, 63, 18, 42, 45, NA, 23, 37, 13, 11, NA, 137, 159, NA, 32, 99, 360, 125, 136, 170, 15, 34, 17, 25, 51, 39, 23, 60, 25, 40, 15, 28, 46, 75, 11, NA, NA, 15, 21, 293, NA, 11, 37, NA, NA, 16, 39, 25, 78, 47, NA, NA, NA, 31, 36, NA, 29, NA, 28, 105, 61, 62, 39, 302, NA, 16, 60, NA, NA, 18, 14, 17, 37, 45, 87, 39, 11, NA, 25, 60, NA, 18, 72, 53, 154, NA, 44, 18, 65, NA, 13, NA, 18, 71, 69, 19, 16, 19, 20, 21, 45, 74, 21, 96, 56, 318, 132, 32, 18, 22, 18, 16, 59, NA, 33, 13, 11, 28, 12, 24, 24, 22, 63, 50, 114, NA, NA, NA, 60, 22, 49, 224, 13, 24, 14, 16, 77, 130, 130, NA, 17, 36, 14, 143, 23, NA, 53, 59, NA, NA, 80, 27, 50, 36, 166, 27, NA, 275, NA, 11, 165, NA, NA, 51, NA, 62, NA, NA, 37, NA, 30, 25, NA, NA, 46, 28, 39, 16, 34, 45, 77, 21, 23, 12, 15, 26, 121, 45, 88, 132, 21, 18, 20, 11, 19, 36, 83, 11, 13, 50, 74, 20, 27, NA, 30, 13, NA, 12, 20, 14, 41, NA, NA, 27, 21, 18, 128, NA, NA, NA, NA, 28, 70, 81, 23, 38, 19, NA, 19, 22, 27, 56, NA, 20, 11, 11, 13, 17, 183, NA, NA, NA, 100, 20, NA, 29, 65, 117, 19, 37, 25, NA, 16, 42, 43, 13, 47, 11, 11, NA, NA, NA, 15, 16, 14, 21, 13, NA, 13, 20, 37, 23, NA, 21, 11, 42, 25, NA, NA, 26, 23, 414, NA, 78, 20, 18, 28, NA, 57, 27, 18, NA, 38, NA, 90, NA, 37, 27, 23, 106, 260, 109, 27, 751, 54, 24, NA, 23, 19, NA, 16, 213, 379, 101, 57, 75, 107, 96, 11, 51, 13, NA, 19, 76, NA, 48, 36, 37, NA, 59, 102, 34, 15, 60, NA, NA, 16, 11, 112, 78, 104, 20, 20, 36, 12, 23, 13, 84, NA, 127, NA, 35, 23, 26, 11, NA, 25, 58, 31, 212, 316, 91, NA, NA, NA, NA, 37, 31, 60, 28, NA, 36, 17, NA, 15, 60, 20, 34, NA, 18, 24, NA, 32, 46, NA, 29, 14, 25, 30, 95, 42, 30, 35, 54, 29, 17, 33, 4…
#> $ earn_mdn_hi_2yr <dbl> NA, NA, 50231, 43240, NA, NA, 35594, NA, 34793, 37819, 55036, 43798, 38289, 54154, 44170, 36852, 42682, 45305, 47260, 88820, NA, NA, NA, NA, 44869, NA, 89564, 99737, 53984, 56979, 67324, NA, 95215, 70176, 60920, 84653, NA, NA, 43240, 91017, NA, NA, NA, 50717, NA, NA, 47729, 53108, 45752, 47455, 34420, 47427, 91744, 30771, 41136, NA, 32563, 38981, 37208, 56641, 36668, 90412, 44921, 80004, 62707, 84653, 46673, 63997, NA, 46478, NA, 46087, 39729, NA, NA, 36992, 56641, NA, 70456, NA, 41844, 44021, 34603, 48041, 45249, 70456, NA, NA, NA, NA, 55151, 93520, 114892, 60854, 64791, NA, 32925, 50856, 41992, 59576, 57017, NA, 45696, 39369, 43519, 45500, NA, 39009, NA, NA, NA, 63997, 63997, 61681, 47260, 48510, 53942, 46261, 46380, 37088, 42249, 56157, NA, NA, NA, 45500, NA, 70680, 66461, 54851, NA, 43638, 39585, NA, NA, NA, 99380, 52107, 59124, 71015, 48041, NA, 36668, 43240, 36134, 57318, NA, 56641, 102706, 70232, 96954, 64990, 44885, 55512, 39099, 43387, 36995, 37131, 50606, 55102, 38289, NA, 91389, 58549, 53775, 46321, 61516, 52107, 78343, NA, 51750, 106421, 74017, 50439, 58221, 76460, NA, 52941, 63749, NA, 81333, 47260, 55151, 46478, NA, 69338, NA, 46869, 39950, NA, 106421, 48057, 51907, 57189, NA, 45655, 45149, 44805, 55286, NA, 90412, 82440, 67420, 77401, 71015, NA, 94817, NA, 81702, 50856, 39549, 54192, 41193, NA, 49136, NA, 42682, 46087, NA, NA, 47260, NA, NA, 48725, 47260, 51035, NA, 46118, 54713, NA, NA, 43426, NA, 26739, 17508, 57995, 57318, 50439, 98650, 57911, 76460, NA, 74576, 94075, 62260, NA, 38414, NA, 46673, 50439, 75518, 40821, 47260, 47494, 38829, 39585, 83388, NA, 35701, NA, 51273, 54109, 47260, 21508, 25194, 63997, 39214, 49392, 74953, 92743, 58165, 52385, 50677, 43426, 43974, 41457, 48326, NA, 41286, NA, 38289, 59124, 46478, NA, 60298, 101406, 92632, 65042, 43426, NA, 44384, 48041, 42203, 42682, 47877, NA, 38289, 54739, 44649, 42363, 44960, 58221, 69524, 42402, NA, 44595, 39927, 56776, 40089, 106421, 62463, NA, 48138, 45165, 49752, 44755, 44384, 37856, NA, NA, NA, 32569, 61516, 50022, 45383, 52107, 135614, 57318, 38649, 49136, NA, 40222, 38289, NA, 35060, NA, NA, 38870, NA, 46087, NA, NA, 41565, 41021, NA, 41725, 47260, NA, NA, 57318, 48432, 67548, 92358, 48432, 58221, 41193, 40037, 42682, 50105, 106978, 32925, NA, 67101, NA, NA, 30409, NA, NA, 39009, 74105, NA, 37568, 42458, NA, 58402, 60234, 49787, 30771, 32569, NA, 41937, 54082, 43368, 42682, NA, NA, 106724, 54585, 59425, NA, NA, 51273, NA, 53775, 41565, NA, 38289, NA, 33993, NA, 90856, NA, 35327, 36221, NA, 38289, 61060, NA, NA, 39009, 47455, 63005, 41193, NA, 111769, 57318, 73075, NA, 75011, 62012, 56641, NA, 48432, 36852, NA, 76460, NA, NA, 63749, 52941, 53810, 78971, 74200, 101964, 94408, NA, NA, 45808, NA, 70886, NA, NA, 67995, 53608, 54359, 52941, 58943, 71015, 59688, 54661, 57796, 73949, 33993, 86356, NA, 65066, 64358, 46321, 52524, 58503, 33993, NA, NA, NA, 47260, 72214, 47260, 64493, NA, 66461, 72650, NA, NA, 41565, 85357, NA, 41007, 51106, 54073, NA, 68499, 50856, 74576, 49579, 47394, 59124, 31839, 59350, 60096, 69757, 117274, 45919, 69338, 69490, 58522, 50231, NA, 32925, 30771, 66541, 52107, 56641, NA, 49064, 48432, 102409, 90049, 62012, 54661, 49854, 66541, 58912, 76325, 70176, 94408, 71015, 86129, 48041, 39927, NA, NA, 33993, NA, 46478, 55534, 61516, 38829, 31133, 33993, 24035, 68499, 47025, 50439, 114595, 80779, 66541, 71015, 46790, 64791, 90856, 60878, 78785, 68918, 64087, 70456, 56867, 79838, 63005, NA, NA, 44971, 59045, 63005, NA, NA, 44384, 71575, 60878, NA, 41565, 46087, 65053, 63005, 50439, 76930, NA, 57920, 59443, 53775, NA, NA, NA, 72403, 66821, 52464, 48432, 61516, 67660, 46087, 59722, 74367, 66461, 38289, 82440, 58673, NA, 46087, 63005, NA, 61516, 60585, NA, NA, NA, NA, NA, NA, NA, 57318, 58221, 103746, 106421, NA, 41937, 76863, 63005, 53034, 70536, 42682, 63005, NA, 52607, 33993, NA, 38289, 73769, 66078, 58035, 33459, 21508, 36848, 68608, 54869, 55383, 88907, 60094, NA, 86867, 41565, 69338, NA, 52733, 52584, 80022, 56415, 38337, 35416, NA, 54435, NA, NA, 58221, 56114, NA, NA, 66401, 90412, 73739, 47260, 49136, 72482, 78971, 85760, 53202, 72343, 55964, 29639, NA, 50022, 125015, 135393, 116258, 63005, 61516, 58092, NA, NA, NA, NA, 74307, NA, 190536, 57318, 115339, 90983, 60623, 55286, 59756, NA, 134761, 57318, 68666, 96775, 90533, NA, 49136, 61401, 59742, 15552, 42682, 30771, 26715, 77054, 99040, 143744, 58568, 40461, NA, 60320, NA, 162463, 55331, 75706, 73195, 94408, NA, 35060, 42759, NA, 59901, 28960, 79699, 101406, 57860, 54894, 61516, 53358, 58221, 46673, 26353, 36959, NA, 39729, 80459, 84854, 86222, 86550, 82440, 47260, 51857, 62012, NA, NA, NA, 55964, 19455, 46254, 59986, 61020, NA, NA, NA, 42682, NA, 73949, NA, NA, NA, NA, NA, NA, 64493, 42682, 125611, 63005, 65332, NA, 53775, NA, 88861, 71734, 63005, 84653, 47260, 79284, NA, 46478, 137605, NA, 41565, NA, 36134, 52941, 53045, NA, NA, NA, 42682, NA, 46673, 61516, 53358, 50606, 63501, 67324, 53179, 69657, 69338, NA, NA, 47260, 53168, NA, 52941, 55693, 58360, 58025, 52107, 51690, NA, NA, NA, NA, 77487, 25824, 31670, 49883, NA, 93646, 56579, 68219, 34526, NA, 64493, NA, 64493, 52385, 56579, NA, NA, NA, NA, NA, 67660, 53775, 71575, 84653, 60312, NA, 83505, 66821, 61547, 57072, 48935, NA, NA, 50231, 35060, NA, NA, 42682, 51106, 49730, 42712, 61516, NA, 75989, NA, NA, NA, 49370, 60161, NA, 65238, 59824, 65657, 73949, NA, 60094, 48432, 76460, 43128, 78074, NA, 48432, 40945, NA, 54610, 49136, NA, NA, 68858, NA, 76460, 48823, 44649, 54622, NA, 47260, 45305, 57318, 92733, 122038, 61681, NA, NA, 118210, 69338, NA, NA, NA, 56302, NA, 70009, 73562, 79037, 49214, 67995, NA, 64196, 47260, 46478, 65486, NA, 16663, NA, NA, 76460, NA, 49990, NA, 50856, NA, 70456, 52733, 51273, 104192, 68499, 67899, 76460, 68079, 53775, 49392, NA, 45715, NA, NA, 84653, 45696, NA, NA, NA, 38906, 94408, 91744, 89672, NA, 89530, 50856, 53984, 59726, 53775, NA, 50231, 76460, 29593, NA, 12961, 68219, 72605, 70680, NA, 68858, 49621, 41565, 112270, 80124, 70296, 70009, NA, 57318, 140922, 56415, NA, 51392, 61020, 57318, NA, 41342, 97959, 79450, 39927, 57318, 54109, 48510, 79284, 67660, NA, 50856, 122038, 96866, 91744, NA, 62012, 66077, 86550, 57072, 46013, 49058, 72320, 73635, 56415, 71015, 87973, 68778, NA, 59280, 104192, 116083, NA, 48667, 128588, 47260, 52107, 69338, 52562, 57705, 26353, 94408, NA, 108331, 68219, 59576, 51750, NA, NA, 115339, 83768, 42682, 116679, 59948, 63501, NA, 122038, 64885, 41789, 46673, 116083, 51213, NA, 67660, 49136, 37856, 95860, 78343, 84100, 99291, 87309, 81702, 93439, 38289, 44170, 42682, NA, 45383, 38289, NA, 62409, 74038, 61218, 52078, 135393, 60094, 32925, 36166, 19683, 88096, 112319, 50022, 100849, 48139, 73823, 163225, 131090, 68548, 69338, 74576, NA, 82440, 94408, 94408, 73852, 53358, 63997, 44126, 52107, NA, 44861, 47260, 48823, 52843, 54192, 47260, 77401, NA, 50439, 67660, 45852, 39369, NA, 79284, NA, 63749, NA, 38289, NA, 47260, 57318, 42682, 74576, 49019, NA, 50856, 88879, 89184, 63898, 83546, 41565, NA, NA, 41025, 21964, 42682, 45048, 42166, 37363, NA, 44170, 47260, 92358, 71015, NA, NA, NA, 94408, NA, 116679, 89641, 68499, 93342, 75706, 31848, 32925, 22094, 51273, 80503, 61681, NA, 40461, NA, 40945, 66541, 91744, 71351, 73949, 77966, 64990, 80336, 46869, 52107, 38289, 48432, 83546, 44147, NA, 76460, 62260, NA, 21964, NA, NA, 41087, 38289, NA, NA, NA, NA, NA, 44133, 36992, NA, 53984, 80301, 58752, NA, 68379, 54192, 42682, 73949, 49358, 47650, 64493, NA, NA, 49722, 43426, 41025, 41193, 41007, 47260, 48432, 44882, 39927, 40548, 56544, 49437, NA, 20140, 66171, 86129, 54661, 62632, 60399, 66104, NA, 53984, 83546, 66104, 42212, 46422, 58131, 28598, 31133, 18154, 39249, NA, 50231, 46738, 42433, NA, NA, 48849, 43000, 42979, 33993, 48198, 93076, 59688, 87873, 44489, 55964, NA, 19455, 46478, 39585, 52107, 29685, 86621, 66897, 63997, 40281, 96539, 54254, 40365, 40488, NA, NA, 42682, 41007, 57318, NA, NA, 45584, 47129, NA, NA, 66045, 115020, NA, 60161, NA, NA, NA, 53537, 55286, NA, NA, NA, 48883, NA, 46478, 198307, 87604, 70456, 76460, NA, 49652, 77715, 45383, 49832, 57995, 49929, NA, 64990, 60072, 105392, 106249, 69775, NA, 89859, 43128, NA, NA, 45500, 66653, 54435, 104749, NA, 68363, NA, 48823, 49019, 53358, NA, NA, 52107, 91744, 90348, 70776, 76460, NA, NA, 47930, 42682, 45584, NA, NA, 62012, NA, 57318, 50856, 39741, 61064, NA, 48784, 41565, 98506, 48432, 125015, 112815, 69987, 70044, 76460, NA, 41565, NA, 46762, 42682, 47553, 44189, NA, 58221, NA, 71202, 92829, 73949, 66653, NA, 58582, 54676, 48432, NA, NA, 51899, 44021, 46478, 98974, 52941, 45696, 54032, 48600, 56415, NA, NA, 48849, NA, NA, 50263, NA, 53358, 106421, 64706, 46087, NA, NA, 58522, 62012, NA, 54635, NA, 46478, 43798, 59169, 27947, NA, 22482, 24421, 95473, 111017, 66941, 98213, 147858, NA, 47260, NA, 47930, NA, NA, NA, NA, 30771, NA, 93342, 86424, 50105, 68778, 55693, 52607, 44077, 46321, 56867, 43128, 64493, 39639, NA, NA, 68666, 40737, 79473, 92543, 54697, 52941, 63997, 48823, 63005, 46087, 54852, 64493, 38289, 52941, 55964, NA, NA, 58943, 57995, 53775, NA, 67660, 31741, 58673, 50606, NA, 60399, NA, 74953, 60771, NA, 69338, 63692, 46087, 38906, 32569, 47260, 57318, 99458, 69338, NA, NA, 97907, 50231, 50439, NA, 52107, 100690, 54035, 73769, 56776, NA, NA, 52107, 44737, 57318, 41193, NA, 57017, NA, 64608, 61814, 88448, NA, 56901, 52607, 57125, 50606, 53001, 50439, 41342, 101072, 96405, 83325, 57318, NA, 67101, 43798, 50677, 78612, NA, 61218, 79284, 70009, NA, 64087, 65995, 67995, 50022, 23351, 65486, 79631, 104061, NA, 52107, 64679, 49019, 101254, 114046, 69948, 45383, 74845, 106421, NA, 63005, 57705, NA, 73272, 97367, 52107, 118650, 49840, 63997, 58673, 48432, 31851, NA, 63005, 90856, 52107, NA, 64493, 50856, 78971, 77329, 70596, 75921, 52107, 71351, 57318, 100876, 127040, 96183, NA, 88638, NA, 98847, 50856, 52107, NA, NA, 59011, 70456, NA, 76460, NA, 87604, 48198, 56931, 52107, NA, 61303, 67660, 56415, 51899, NA, 23262, 39523, 42276, 60298, 43950, 98974, 65804, 111492,…
#> $ tuit_grad_res <dbl> 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 8130, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 11700, 11700, 9834, 9834, 9834, 9834, 6174, 6174, 6174, 6174, 6174, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 6732, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9072, 9540, 9540, 9540, 9540, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 8904, 6390, 6390, 6390, 6390, 6390, 6390, 9936, 9936, 9936, 9936, 5598, 5598, 5598, 5598, 5598, 5598, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 7146, 18560, 9768, 9768, 9768, 9768, 9768, 9768, 8436, 8436, 9324, 9324, 9324, 9324, 11700, 11700, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 10810, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 11372, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 8956, 19680, 7680, 7680, 7680, 7680, 7680, 7680, 7680, 7680, 7680, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 7379, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4626, 4932, 4932, 4932, 4932, 4932, 4932, 4932, 4932, 4932, 4770, 4770, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 4594, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 4716, 4716, 4716, 4716, 4716, 13152, 13152, 5022, 5022, 5022, 5022, 5022, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 19764, 19764, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 11220, 26896, 26896, 26896, 26896, 26896, 26896, 26896, 26896, 8150, 8150, 8150, 8150, 8150, 8150, 8150, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 16722, 16722, 16722, 16722, 16722, 16722, 15936, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17532, 17532, 17532, 17532, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 23580, 23580, 23580, 13320, 13320, 13320, 13320, 13320, 13320, 13320, 13320, 12888, 12888, 12888, 11280, 11280, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 32504, 32504, 32504, 32504, 32504, 32504, 32504, 10452, 10452, 10452, 10452, 10452, 10452, 10452, 10452, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 15696, 15696, 15696, 15696, 15696, 16713, 16713, 16713, 16713, 44068, 44068, 44068, 44068, 44068, 44068, 44068, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 10980, 10980, 10980, 10980, 10980, 20100, 20100, 20100, 20100, 20100, 20100, 20100, 20100, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 27594, 27594, 27594, 27594, 27594, 27594, 27594, 12400, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 6738, 6738, 6738, 6738, 6738, 6738, 10062, 10062, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 34680, 34680, 4410, 4410, 4410, 4410, 4410, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 6714, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 10836, 12567, 12567, 12567, 12567, 15690, 15690, 15690, 15690, 15690, 15690, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 9628, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 7568, 7568, 7568, 21890, 21890, 21890, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 9774, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 5026, 5026, 5026, 18000, 18000, 18000, 20720, 20720, 20720, 20720, 20720, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 6496, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 13726, 6497, 6497, 16632, 16632, 16632, 16632, 16632, 16632, 16632, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 6497, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 5160, 5160, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 42850, 42850, 42850, 42850, 42850, 42850, 8298, 8298, 8298, 17100, 17100, 17100, 17100, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 28800, 46272, 46272,…
#> $ fee_grad_res <dbl> 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1390, 1390, 508, 508, 508, 508, 2284, 2284, 2284, 2284, 2284, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 640, 640, 640, 640, 640, 640, 640, 640, 640, 640, 640, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 840, 840, 840, 840, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 190, 190, 190, 190, 190, 190, 640, 640, 640, 640, 1226, 1226, 1226, 1226, 1226, 1226, 610, 610, 610, 610, 610, 610, 610, 610, 610, 610, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 1455, 1424, 1424, 1424, 1424, 1424, 1424, 1385, 1385, 1365, 1365, 1365, 1365, 410, 410, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 451, 590, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1530, 1530, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 500, 500, 500, 500, 500, 500, 500, 500, 500, 1192, 1192, 1192, 1192, 1192, 0, 0, 918, 918, 918, 918, 918, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 320, 320, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 150, 150, 150, 150, 150, 150, 150, 150, 150, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 1385, 1385, 1385, 1385, 1385, 1385, 1256, 1256, 1256, 1256, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1568, 1568, 1568, 1568, 1568, 1568, 951, 951, 951, 951, 951, 951, 951, 951, 951, 951, 951, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 2289, 2289, 2289, 2289, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 2118, 2118, 2118, 2118, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 2029, 2166, 2166, 370, 370, 370, 370, 370, 370, 370, 370, 0, 0, 0, 0, 0, 0, 0, 600, 600, 600, 600, 600, 600, 600, 600, 600, 300, 300, 300, 300, 300, 300, 0, 40, 40, 40, 40, 40, 40, 40, 40, 40, 85, 85, 85, 85, 85, 85, 85, 85, 85, 500, 500, 500, 500, 1737, 1737, 1737, 1737, 1737, 1737, 1737, 1737, 348, 348, 348, 180, 180, 180, 180, 180, 180, 180, 180, 930, 930, 930, 0, 0, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 1148, 1148, 1148, 1148, 1148, 1148, 1148, 135, 135, 135, 135, 135, 135, 135, 135, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 80, 80, 80, 80, 619, 619, 619, 619, 380, 380, 380, 380, 380, 380, 380, 120, 120, 120, 120, 120, 120, 120, 120, 120, 0, 0, 0, 0, 0, 172, 172, 172, 172, 172, 172, 172, 172, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1916, 1916, 1916, 1916, 1916, 1916, 0, 0, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 400, 400, 2488, 2488, 2488, 2488, 2488, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 840, 840, 840, 840, 2152, 2152, 2152, 2152, 2152, 2152, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 1073, 1073, 1073, 670, 670, 670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1350, 1350, 1350, 2000, 2000, 2000, 184, 184, 184, 184, 184, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 4460, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 5284, 5284, 80, 80, 80, 80, 80, 80, 80, 510, 510, 510, 510, 510, 510, 510, 510, 510, 510, 510, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 828, 828, 828, 828, 828, 828, 828, 828, 828, 828, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4722, 4801, 4801, 4801, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 350, 350, 792, 792, 792, 792, 792, 792, 792, 792, 792, 792, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 600, 600, 600, 600, 600, 600, 860, 860, 860, 526, 526, 526, 526, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 1489, 1489, 1489, 1489, 1489, 1489, 1489, 1489, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 100, 100, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1956, 1294, 1294, 1294, 1294, 1294, 1294, 1294, 1294, 1857, 1857, 1857, 1857, 1857, 1857, 1857, 1857, 1857, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 1190, 250, 250, 250, 250, 250, 250, 250, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 2185, 200, 200, 200, 200, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1859, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 1967, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 1797, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 400, 400, 400, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 20…
#> $ tuit_grad_nres <dbl> 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 16260, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 11700, 11700, 21830, 21830, 21830, 21830, 12348, 12348, 12348, 12348, 12348, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 15138, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 27216, 9540, 9540, 9540, 9540, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 17808, 12780, 12780, 12780, 12780, 12780, 12780, 20592, 20592, 20592, 20592, 11196, 11196, 11196, 11196, 11196, 11196, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 18530, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 14292, 18560, 19954, 19954, 19954, 19954, 19954, 19954, 17233, 17233, 19047, 19047, 19047, 19047, 11700, 11700, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 23480, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 31124, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 17781, 19680, 17400, 17400, 17400, 17400, 17400, 17400, 17400, 17400, 17400, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 18842, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9252, 9864, 9864, 9864, 9864, 9864, 9864, 9864, 9864, 9864, 9180, 9180, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 9188, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 15678, 9666, 9666, 9666, 9666, 9666, 13152, 13152, 7452, 7452, 7452, 7452, 7452, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 16224, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 19764, 19764, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 11430, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 17500, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26322, 26896, 26896, 26896, 26896, 26896, 26896, 26896, 26896, 8150, 8150, 8150, 8150, 8150, 8150, 8150, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 33246, 16722, 16722, 16722, 16722, 16722, 16722, 15936, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17550, 17532, 17532, 17532, 17532, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 23580, 23580, 23580, 13320, 13320, 13320, 13320, 13320, 13320, 13320, 13320, 12888, 12888, 12888, 11280, 11280, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 19755, 32504, 32504, 32504, 32504, 32504, 32504, 32504, 10452, 10452, 10452, 10452, 10452, 10452, 10452, 10452, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 15696, 15696, 15696, 15696, 15696, 16713, 16713, 16713, 16713, 44068, 44068, 44068, 44068, 44068, 44068, 44068, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 31300, 10980, 10980, 10980, 10980, 10980, 20100, 20100, 20100, 20100, 20100, 20100, 20100, 20100, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 25470, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 23310, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 27594, 27594, 27594, 27594, 27594, 27594, 27594, 12400, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 15666, 15666, 15666, 15666, 15666, 15666, 10062, 10062, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 41592, 34680, 34680, 10332, 10332, 10332, 10332, 10332, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 22374, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 28656, 12567, 12567, 12567, 12567, 34020, 34020, 34020, 34020, 34020, 34020, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 23604, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 45288, 11873, 11873, 11873, 21890, 21890, 21890, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 19068, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 14942, 14942, 14942, 18000, 18000, 18000, 20720, 20720, 20720, 20720, 20720, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 14940, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 34762, 18102, 18102, 16632, 16632, 16632, 16632, 16632, 16632, 16632, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 12060, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 15660, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 17730, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 12822, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 18102, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 11376, 11376, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 30960, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 8190, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422, 28422,…
#> $ fee_grad_nres <dbl> 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 1236, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1390, 1390, 508, 508, 508, 508, 2284, 2284, 2284, 2284, 2284, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 640, 640, 640, 640, 640, 640, 640, 640, 640, 640, 640, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 1624, 840, 840, 840, 840, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 300, 190, 190, 190, 190, 190, 190, 640, 640, 640, 640, 1226, 1226, 1226, 1226, 1226, 1226, 610, 610, 610, 610, 610, 610, 610, 610, 610, 610, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 1455, 1758, 1758, 1758, 1758, 1758, 1758, 1727, 1727, 1743, 1743, 1743, 1743, 410, 410, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 696, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 1011, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 513, 590, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 1604, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 971, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1292, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1026, 1530, 1530, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 1287, 500, 500, 500, 500, 500, 500, 500, 500, 500, 1192, 1192, 1192, 1192, 1192, 0, 0, 918, 918, 918, 918, 918, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 220, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 320, 320, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 710, 150, 150, 150, 150, 150, 150, 150, 150, 150, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 3603, 1385, 1385, 1385, 1385, 1385, 1385, 1256, 1256, 1256, 1256, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1595, 1568, 1568, 1568, 1568, 1568, 1568, 951, 951, 951, 951, 951, 951, 951, 951, 951, 951, 951, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 841, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1088, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 1092, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 988, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 911, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1115, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 1428, 2289, 2289, 2289, 2289, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1844, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 1463, 2118, 2118, 2118, 2118, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 1865, 2029, 2166, 2166, 370, 370, 370, 370, 370, 370, 370, 370, 0, 0, 0, 0, 0, 0, 0, 600, 600, 600, 600, 600, 600, 600, 600, 600, 300, 300, 300, 300, 300, 300, 0, 40, 40, 40, 40, 40, 40, 40, 40, 40, 85, 85, 85, 85, 85, 85, 85, 85, 85, 500, 500, 500, 500, 1737, 1737, 1737, 1737, 1737, 1737, 1737, 1737, 348, 348, 348, 180, 180, 180, 180, 180, 180, 180, 180, 930, 930, 930, 0, 0, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 310, 1148, 1148, 1148, 1148, 1148, 1148, 1148, 135, 135, 135, 135, 135, 135, 135, 135, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 80, 80, 80, 80, 80, 619, 619, 619, 619, 380, 380, 380, 380, 380, 380, 380, 120, 120, 120, 120, 120, 120, 120, 120, 120, 0, 0, 0, 0, 0, 172, 172, 172, 172, 172, 172, 172, 172, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 1612, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 354, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 1012, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 1946, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1916, 1916, 1916, 1916, 1916, 1916, 0, 0, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 713, 400, 400, 2488, 2488, 2488, 2488, 2488, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 1738, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 1774, 840, 840, 840, 840, 2152, 2152, 2152, 2152, 2152, 2152, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 2088, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 303, 1073, 1073, 1073, 670, 670, 670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 1670, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1350, 1350, 1350, 2000, 2000, 2000, 184, 184, 184, 184, 184, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 2510, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 5654, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 2270, 6479, 6479, 80, 80, 80, 80, 80, 80, 80, 510, 510, 510, 510, 510, 510, 510, 510, 510, 510, 510, 200, 200, 200, 200, 200, 200, 200, 200, 200, 200, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 720, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 828, 828, 828, 828, 828, 828, 828, 828, 828, 828, 5917, 5917, 5917, 5917, 5917, 5917, 5917, 5917, 5917, 5917, 5917, 5917, 5917, 5917, 5996, 5996, 5996, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 350, 350, 792, 792, 792, 792, 792, 792, 792, 792, 792, 792, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 690, 600, 600, 600, 600, 600, 600, 860, 860, 860, 526, 526, 526, 526, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 45, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 450, 1489, 1489, 1489, 1489, 1489, 1489, 1489, 1489, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 100, 100, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 2898, 1294, 1294, 1294, 1294, 1294, 1294, 1294, 1294, 2561, 2561, 2561, 2561, 2561, 2561, 2561, 2561, 2561, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 1751, 250, 250, 250, 250, 250, 250, 250, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 2809, 200, 200, 200, 200, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2581, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 2795, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 1016, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 2348, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 802, 400, 400, 400, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 2078, 20…
#> $ books_supplies <dbl> 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1500, 1500, 1688, 1688, 1688, 1688, 1600, 1600, 1600, 1600, 1600, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1100, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1800, 1800, 1800, 1800, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1596, 1200, 1200, 1200, 1200, 1200, 1200, 1020, 1020, 1020, 1020, 1500, 1500, 1500, 1500, 1500, 1500, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1260, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1129, 1603, 1608, 1608, 1608, 1608, 1608, 1608, 1400, 1400, 1400, 1400, 1400, 1400, 1220, 1220, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 1103, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1400, 1715, 1715, 1715, 1715, 1715, 1715, 1715, 1715, 1715, 1046, 1046, 1046, 1046, 1046, 1046, 1046, 1046, 1046, 1046, 1046, 1046, 1046, 1046, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1137, 1410, 1410, 1410, 1410, 1410, 1410, 1410, 1410, 1410, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1600, 1600, 1600, 1600, 1600, 800, 800, 1600, 1600, 1600, 1600, 1600, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1764, 1764, 1764, 1764, 1764, 1764, 1764, 1764, 1764, 1764, 1764, NA, NA, 1790, 1790, 1790, 1790, 1790, 1790, 1790, 1790, 1790, 1790, 1790, 1790, 1790, 1790, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1848, 1848, 1848, 1848, 1848, 1848, 1848, 1848, 1848, 1848, 1848, 1848, 1848, 1848, 1848, 1898, 1898, 1898, 1898, 1898, 1898, 1500, 1500, 1500, 1500, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1650, 1650, 1650, 1650, 1650, 1650, 1650, 1650, 1650, 1792, 1792, 1792, 1792, 1792, 1792, 1764, 1764, 1764, 1764, 1764, 1764, 1764, 1764, 1764, 1764, 1764, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1898, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1792, 1262, 1262, 1262, 1262, 1601, 1601, 1601, 1601, 1601, 1601, 1601, 1601, 1601, 1601, 1766, 1766, 1766, 1766, 1766, 1766, 1766, 1766, 1766, 1766, 1766, 1766, 1766, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1636, 1716, 1716, 1716, 1716, 1541, 1541, 1541, 1541, 1541, 1541, 1541, 1541, 1541, 1541, 1541, 1541, 1541, 1541, 1431, 1470, 1470, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1700, 1700, 1700, 1700, 1700, 1700, 1700, NA, NA, NA, NA, NA, NA, NA, NA, NA, 1790, 1790, 1790, 1790, 1790, 1790, NA, 1854, 1854, 1854, 1854, 1854, 1854, 1854, 1854, 1854, 1920, 1920, 1920, 1920, 1920, 1920, 1920, 1920, 1920, 1792, 1792, 1792, 1792, 1660, 1660, 1660, 1660, 1660, 1660, 1660, 1660, NA, NA, NA, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1514, 1514, 1514, 1514, 1514, 1514, 1514, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1592, 1844, 1844, 1844, 1844, 1844, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1790, 1790, 1790, 1790, 1790, 1775, 1775, 1775, 1775, 1775, 1775, 1775, 1775, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1818, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1600, 1899, 1899, 1899, 1899, 1899, 1899, 1899, 1899, 1899, 1899, 1899, 1899, 1791, 1791, 1791, 1791, 1791, 1791, 1791, 1592, 1107, 1107, 1107, 1107, 1107, 1107, 1107, 1107, 1107, 1790, 1790, 1790, 1790, 1790, 1790, 1400, 1400, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1000, 1000, 1000, 1000, 1500, 1500, 1500, 1500, 1500, 1500, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1256, 1256, 1256, 1350, 1350, 1350, 1350, 1350, 1350, 1350, 1350, 1350, 1350, 1350, 1350, 1350, 1350, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1140, 1140, 1140, 1300, 1300, 1300, 1000, 1000, 1000, 1000, 1000, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 1300, 850, 850, 850, 850, 850, 850, 850, 850, 850, 850, 850, 850, 850, 850, 1000, 1000, 1150, 1150, 1150, 1150, 1150, 1150, 1150, 972, 972, 972, 972, 972, 972, 972, 972, 972, 972, 972, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1000, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1300, 1300, 1300, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 3580, 1700, 1700, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 800, 838, 838, 838, 838, 838, 838, 1280, 1280, 1280, 1600, 1600, 1600, 1600, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1275, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1040, 1040, 1040, 1040, 1040, 1040, 1040, 1040, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 800, 800, 800, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1152, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1400, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1138, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1320, 1200, 1200, 1200, 1200, 1200, 1200, 1200, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 1590, 159…
#> $ roomboard_off <dbl> 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 8830, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 11682, 9600, 9600, 9603, 9603, 9603, 9603, 7320, 7320, 7320, 7320, 7320, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 13050, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 9657, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 12898, 8000, 8000, 8000, 8000, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 9296, 7122, 7122, 7122, 7122, 7122, 7122, 8980, 8980, 8980, 8980, 7284, 7284, 7284, 7284, 7284, 7284, 9850, 9850, 9850, 9850, 9850, 9850, 9850, 9850, 9850, 9850, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 8591, 5815, 5815, 5815, 5815, 5815, 5815, 5815, 5815, 5815, 5815, 5815, 5815, 5815, 5815, 9320, 11728, 11728, 11728, 11728, 11728, 11728, 12080, 12080, 10870, 10870, 10870, 10870, 15060, 15060, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 9216, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 11300, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 9262, 5106, 9406, 9406, 9406, 9406, 9406, 9406, 9406, 9406, 9406, 10332, 10332, 10332, 10332, 10332, 10332, 10332, 10332, 10332, 10332, 10332, 10332, 10332, 10332, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 8910, 12634, 12634, 12634, 12634, 12634, 12634, 12634, 12634, 12634, 6750, 6750, 7054, 7054, 7054, 7054, 7054, 7054, 7054, 7054, 7054, 7054, 7054, 7054, 7054, 7054, 7054, 6756, 6756, 6756, 6756, 6756, 6756, 6756, 6756, 6756, 6932, 6932, 6932, 6932, 6932, 2500, 2500, 6915, 6915, 6915, 6915, 6915, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 12494, 10560, 10560, 10560, 10560, 10560, 10560, 10560, 10560, 10560, 10560, 10560, NA, NA, 12370, 12370, 12370, 12370, 12370, 12370, 12370, 12370, 12370, 12370, 12370, 12370, 12370, 12370, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12507, 12507, 12507, 12507, 12507, 12507, 12507, 12507, 12507, 12507, 12507, 12507, 12507, 12507, 12507, 13780, 13780, 13780, 13780, 13780, 13780, 10900, 10900, 10900, 10900, 13770, 13770, 13770, 13770, 13770, 13770, 13770, 13770, 13770, 13770, 13770, 13770, 13770, 13770, 13770, 12588, 12588, 12588, 12588, 12588, 12588, 12588, 12588, 12588, 11360, 11360, 11360, 11360, 11360, 11360, 12888, 12888, 12888, 12888, 12888, 12888, 12888, 12888, 12888, 12888, 12888, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13884, 13884, 13884, 13884, 13884, 13884, 13884, 13884, 13884, 13884, 13884, 13884, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 12910, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 11358, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 10540, 10540, 10540, 10540, 8606, 8606, 8606, 8606, 8606, 8606, 8606, 8606, 8606, 8606, 9814, 9814, 9814, 9814, 9814, 9814, 9814, 9814, 9814, 9814, 9814, 9814, 9814, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 10667, 9008, 9008, 9008, 9008, 10131, 10131, 10131, 10131, 10131, 10131, 10131, 10131, 10131, 10131, 10131, 10131, 10131, 10131, 9855, 10296, 10296, 12268, 12268, 12268, 12268, 12268, 12268, 12268, 12268, 12400, 12400, 12400, 12400, 12400, 12400, 12400, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4968, 4968, 4968, 4968, 4968, 4968, NA, 13293, 13293, 13293, 13293, 13293, 13293, 13293, 13293, 13293, 13200, 13200, 13200, 13200, 13200, 13200, 13200, 13200, 13200, 13500, 13500, 13500, 13500, 12638, 12638, 12638, 12638, 12638, 12638, 12638, 12638, NA, NA, NA, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12298, 12298, 12298, 12298, 12298, 12298, 12298, 12298, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 11104, 12916, 12916, 12916, 12916, 12916, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 14330, 14330, 14330, 14330, 14330, 14330, 14330, 14330, 14330, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12050, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13990, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 13882, 12492, 12492, 12492, 12492, 12492, 12492, 12492, 11104, 12240, 12240, 12240, 12240, 12240, 12240, 12240, 12240, 12240, 13882, 13882, 13882, 13882, 13882, 13882, 4410, 4410, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 14348, 12492, 12492, 9693, 9693, 9693, 9693, 9693, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 11205, 10400, 10400, 10400, 10400, 10400, 10400, 10400, 10400, 10400, 10400, 10400, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 11788, 8910, 8910, 8910, 8910, 9072, 9072, 9072, 9072, 9072, 9072, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 9693, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 12021, 9694, 9694, 9694, 11656, 11656, 11656, 9692, 9692, 9692, 9692, 9692, 9692, 9692, 9692, 9692, 9692, 9692, 9692, 9692, 9692, 9694, 9694, 9694, 9694, 9694, 9694, 9694, 9694, 9694, 9694, 9694, 9694, 9693, 9693, 9693, 9693, 9693, 9693, 12265, 12265, 12265, 12265, 12265, 8520, 8520, 8520, 8520, 8520, 8520, 8520, 8520, 8520, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 10503, 12436, 12436, 12436, 12436, 12436, 12436, 12436, 12436, 12436, 12436, 12436, 12436, 12436, 12436, 9456, 9456, 13860, 13860, 13860, 13860, 13860, 13860, 13860, 11986, 11986, 11986, 11986, 11986, 11986, 11986, 11986, 11986, 11986, 11986, 11468, 11468, 11468, 11468, 11468, 11468, 11468, 11468, 11468, 11468, 13850, 13850, 13850, 13850, 13850, 13850, 13850, 13850, 13850, 13850, 13850, 13850, 13850, 13850, 10462, 10462, 10462, 10462, 10462, 10462, 10462, 10462, 10462, 10462, 10462, 10462, 10462, 10462, 10750, 10750, 10750, 10750, 10750, 10750, 10750, 10750, 10750, 10750, 9698, 9698, 9698, 9698, 9698, 9698, 9698, 9698, 9698, 9698, 9698, 9698, 9698, 9698, 11884, 11884, 11884, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 12303, 12303, 12068, 12068, 12068, 12068, 12068, 12068, 12068, 12068, 12068, 12068, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 6000, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 15698, 13820, 13820, 13820, 13820, 13820, 13820, 16425, 16425, 16425, 13040, 13040, 13040, 13040, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 12500, 125…
#> $ oth_expense_off <dbl> 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 3090, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 4886, 1600, 1600, 3578, 3578, 3578, 3578, 4228, 4228, 4228, 4228, 4228, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 4116, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 3690, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 5664, 4700, 4700, 4700, 4700, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 7416, 3006, 3006, 3006, 3006, 3006, 3006, 3180, 3180, 3180, 3180, 2800, 2800, 2800, 2800, 2800, 2800, 5498, 5498, 5498, 5498, 5498, 5498, 5498, 5498, 5498, 5498, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 4150, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5227, 5735, 7568, 7568, 7568, 7568, 7568, 7568, 4250, 4250, 3715, 3715, 3715, 3715, 4160, 4160, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 4708, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5200, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 5070, 1272, 5213, 5213, 5213, 5213, 5213, 5213, 5213, 5213, 5213, 4104, 4104, 4104, 4104, 4104, 4104, 4104, 4104, 4104, 4104, 4104, 4104, 4104, 4104, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 5202, 4766, 4766, 4766, 4766, 4766, 4766, 4766, 4766, 4766, 4950, 4950, 5471, 5471, 5471, 5471, 5471, 5471, 5471, 5471, 5471, 5471, 5471, 5471, 5471, 5471, 5471, 2414, 2414, 2414, 2414, 2414, 2414, 2414, 2414, 2414, 5678, 5678, 5678, 5678, 5678, 2850, 2850, 6939, 6939, 6939, 6939, 6939, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 3222, 3222, 3222, 3222, 3222, 3222, 3222, 3222, 3222, 3222, 3222, NA, NA, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4258, 4258, 4258, 4258, 4258, 4258, 4258, 4258, 4258, 2646, 2646, 2646, 2646, 2646, 2646, 2646, 2646, 2646, 2646, 2646, 2646, 2646, 2646, 2646, 2924, 2924, 2924, 2924, 2924, 2924, 2516, 2516, 2516, 2516, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2716, 2716, 2716, 2716, 2716, 2716, 2716, 2716, 2716, 2478, 2478, 2478, 2478, 2478, 2478, 2870, 2870, 2870, 2870, 2870, 2870, 2870, 2870, 2870, 2870, 2870, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2706, 2706, 2706, 2706, 2706, 2706, 2706, 2706, 2706, 2706, 2706, 2706, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2934, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2924, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2182, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 2658, 5162, 5162, 5162, 5162, 5665, 5665, 5665, 5665, 5665, 5665, 5665, 5665, 5665, 5665, 5383, 5383, 5383, 5383, 5383, 5383, 5383, 5383, 5383, 5383, 5383, 5383, 5383, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5140, 5317, 5317, 5317, 5317, 5621, 5621, 5621, 5621, 5621, 5621, 5621, 5621, 5621, 5621, 5621, 5621, 5621, 5621, 6105, 5972, 5972, 4100, 4100, 4100, 4100, 4100, 4100, 4100, 4100, 4340, 4340, 4340, 4340, 4340, 4340, 4340, NA, NA, NA, NA, NA, NA, NA, NA, NA, 4286, 4286, 4286, 4286, 4286, 4286, NA, 4239, 4239, 4239, 4239, 4239, 4239, 4239, 4239, 4239, 4610, 4610, 4610, 4610, 4610, 4610, 4610, 4610, 4610, 4292, 4292, 4292, 4292, 2444, 2444, 2444, 2444, 2444, 2444, 2444, 2444, NA, NA, NA, 4258, 4258, 4258, 4258, 4258, 4258, 4258, 4258, 4536, 4536, 4536, 2916, 2916, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 3290, 3290, 3290, 3290, 3290, 3290, 3290, 5382, 5382, 5382, 5382, 5382, 5382, 5382, 5382, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 3696, 4914, 4914, 4914, 4914, 4914, 4245, 4245, 4245, 4245, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 4158, 4158, 4158, 4158, 4158, 4156, 4156, 4156, 4156, 4156, 4156, 4156, 4156, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 3296, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 2966, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 3800, 2925, 2925, 2925, 2925, 2925, 2925, 2925, 2925, 2925, 2925, 2925, 2925, 4158, 4158, 4158, 4158, 4158, 4158, 4158, 3892, 3170, 3170, 3170, 3170, 3170, 3170, 3170, 3170, 3170, 2924, 2924, 2924, 2924, 2924, 2924, 4600, 4600, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 1880, 4158, 4158, 2763, 2763, 2763, 2763, 2763, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 5193, 4600, 4600, 4600, 4600, 4600, 4600, 4600, 4600, 4600, 4600, 4600, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 2294, 1600, 1600, 1600, 1600, 2610, 2610, 2610, 2610, 2610, 2610, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 1360, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 2634, 6164, 6164, 6164, 5194, 5194, 5194, 3212, 3212, 3212, 3212, 3212, 3212, 3212, 3212, 3212, 3212, 3212, 3212, 3212, 3212, 3272, 3272, 3272, 3272, 3272, 3272, 3272, 3272, 3272, 3272, 3272, 3272, 4340, 4340, 4340, 2763, 2763, 2763, 6776, 6776, 6776, 6776, 6776, 10208, 10208, 10208, 10208, 10208, 10208, 10208, 10208, 10208, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 3671, 2650, 2650, 2650, 2650, 2650, 2650, 2650, 2650, 2650, 2650, 2650, 2650, 2650, 2650, 2497, 2497, 1730, 1730, 1730, 1730, 1730, 1730, 1730, 2806, 2806, 2806, 2806, 2806, 2806, 2806, 2806, 2806, 2806, 2806, 2760, 2760, 2760, 2760, 2760, 2760, 2760, 2760, 2760, 2760, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 2500, 3150, 3150, 3150, 3150, 3150, 3150, 3150, 3150, 3150, 3150, 3150, 3150, 3150, 3150, 2644, 2644, 2644, 2644, 2644, 2644, 2644, 2644, 2644, 2644, 3972, 3972, 3972, 3972, 3972, 3972, 3972, 3972, 3972, 3972, 3972, 3972, 3972, 3972, 2920, 2920, 2920, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 5664, 5664, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1500, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 1800, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 921, 3268, 3268, 3268, 3268, 3268, 3268, 4627, 4627, 4627, 5500, 5500, 5500, 5500, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, 1900, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 2660, 2660, 2660, 2660, 2660, 2660, 2660, 2660, 7700, 7700, 7700, 7700, 7700, 7700, 7700, 7700, 7700, 7700, 7700, 7700, 5783, 5783, 5783, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4970, 4458, 4458, 4458, 4458, 4458, 4458, 4458, 4458, 6313, 6313, 6313, 6313, 6313, 6313, 6313, 6313, 6313, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 5718, 3000, 3000, 3000, 3000, 3000, 3000, 3000, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 5354, 53…
#> $ tuitfee_grad_res <dbl> 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 9366, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 7588, 13090, 13090, 10342, 10342, 10342, 10342, 8458, 8458, 8458, 8458, 8458, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 10470, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 7372, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10696, 10380, 10380, 10380, 10380, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 9204, 6580, 6580, 6580, 6580, 6580, 6580, 10576, 10576, 10576, 10576, 6824, 6824, 6824, 6824, 6824, 6824, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7326, 7948, 7948, 7948, 7948, 7948, 7948, 7948, 7948, 7948, 7948, 7948, 7948, 7948, 7948, 20015, 11192, 11192, 11192, 11192, 11192, 11192, 9821, 9821, 10689, 10689, 10689, 10689, 12110, 12110, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 11506, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 12383, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 9407, 20270, 9284, 9284, 9284, 9284, 9284, 9284, 9284, 9284, 9284, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5918, 5958, 5958, 5958, 5958, 5958, 5958, 5958, 5958, 5958, 6300, 6300, 5881, 5881, 5881, 5881, 5881, 5881, 5881, 5881, 5881, 5881, 5881, 5881, 5881, 5881, 5881, 16178, 16178, 16178, 16178, 16178, 16178, 16178, 16178, 16178, 5908, 5908, 5908, 5908, 5908, 13152, 13152, 5940, 5940, 5940, 5940, 5940, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 20084, 20084, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 17650, 17650, 17650, 17650, 17650, 17650, 17650, 17650, 17650, 10341, 10341, 10341, 10341, 10341, 10341, 10341, 10341, 10341, 10341, 10341, 10341, 10341, 10341, 10341, 8123, 8123, 8123, 8123, 8123, 8123, 7994, 7994, 7994, 7994, 7876, 7876, 7876, 7876, 7876, 7876, 7876, 7876, 7876, 7876, 7876, 7876, 7876, 7876, 7876, 8333, 8333, 8333, 8333, 8333, 8333, 8333, 8333, 8333, 8306, 8306, 8306, 8306, 8306, 8306, 7689, 7689, 7689, 7689, 7689, 7689, 7689, 7689, 7689, 7689, 7689, 7579, 7579, 7579, 7579, 7579, 7579, 7579, 7579, 7579, 7579, 7579, 7579, 7579, 7579, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7826, 7830, 7830, 7830, 7830, 7830, 7830, 7830, 7830, 7830, 7830, 7830, 7830, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7726, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7649, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 7853, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 8166, 13509, 13509, 13509, 13509, 13237, 13237, 13237, 13237, 13237, 13237, 13237, 13237, 13237, 13237, 13064, 13064, 13064, 13064, 13064, 13064, 13064, 13064, 13064, 13064, 13064, 13064, 13064, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 12683, 13338, 13338, 13338, 13338, 13085, 13085, 13085, 13085, 13085, 13085, 13085, 13085, 13085, 13085, 13085, 13085, 13085, 13085, 13249, 13386, 13386, 27266, 27266, 27266, 27266, 27266, 27266, 27266, 27266, 8150, 8150, 8150, 8150, 8150, 8150, 8150, 33846, 33846, 33846, 33846, 33846, 33846, 33846, 33846, 33846, 17022, 17022, 17022, 17022, 17022, 17022, 15936, 14980, 14980, 14980, 14980, 14980, 14980, 14980, 14980, 14980, 17635, 17635, 17635, 17635, 17635, 17635, 17635, 17635, 17635, 18032, 18032, 18032, 18032, 8475, 8475, 8475, 8475, 8475, 8475, 8475, 8475, 23928, 23928, 23928, 13500, 13500, 13500, 13500, 13500, 13500, 13500, 13500, 13818, 13818, 13818, 11280, 11280, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 33652, 33652, 33652, 33652, 33652, 33652, 33652, 10587, 10587, 10587, 10587, 10587, 10587, 10587, 10587, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 15776, 15776, 15776, 15776, 15776, 17332, 17332, 17332, 17332, 44448, 44448, 44448, 44448, 44448, 44448, 44448, 31420, 31420, 31420, 31420, 31420, 31420, 31420, 31420, 31420, 10980, 10980, 10980, 10980, 10980, 20272, 20272, 20272, 20272, 20272, 20272, 20272, 20272, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 8350, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 7750, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 8684, 8684, 8684, 8684, 8684, 8684, 8684, 8684, 8684, 8684, 8684, 8684, 27594, 27594, 27594, 27594, 27594, 27594, 27594, 12400, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 8654, 8654, 8654, 8654, 8654, 8654, 10062, 10062, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 35080, 35080, 6898, 6898, 6898, 6898, 6898, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 8452, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 9983, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 12610, 13407, 13407, 13407, 13407, 17842, 17842, 17842, 17842, 17842, 17842, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 11716, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 8641, 8641, 8641, 22560, 22560, 22560, 11444, 11444, 11444, 11444, 11444, 11444, 11444, 11444, 11444, 11444, 11444, 11444, 11444, 11444, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 6376, 6376, 6376, 20000, 20000, 20000, 20904, 20904, 20904, 20904, 20904, 17450, 17450, 17450, 17450, 17450, 17450, 17450, 17450, 17450, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 10956, 15996, 15996, 15996, 15996, 15996, 15996, 15996, 15996, 15996, 15996, 15996, 15996, 15996, 15996, 11781, 11781, 16712, 16712, 16712, 16712, 16712, 16712, 16712, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 15860, 15860, 15860, 15860, 15860, 15860, 15860, 15860, 15860, 15860, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 13650, 13650, 13650, 13650, 13650, 13650, 13650, 13650, 13650, 13650, 11219, 11219, 11219, 11219, 11219, 11219, 11219, 11219, 11219, 11219, 11219, 11219, 11219, 11219, 11298, 11298, 11298, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 5510, 5510, 31752, 31752, 31752, 31752, 31752, 31752, 31752, 31752, 31752, 31752, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 29112, 43450, 43450, 43450, 43450, 43450, 43450, 9158, 9158, 9158, 17626, 17626, 17626, 17626, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28845, 28…
#> $ tuitfee_grad_nres <dbl> 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17496, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 17294, 13090, 13090, 22338, 22338, 22338, 22338, 14632, 14632, 14632, 14632, 14632, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 26950, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 15778, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 28840, 10380, 10380, 10380, 10380, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 18108, 12970, 12970, 12970, 12970, 12970, 12970, 21232, 21232, 21232, 21232, 12422, 12422, 12422, 12422, 12422, 12422, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 19140, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 14652, 15094, 15094, 15094, 15094, 15094, 15094, 15094, 15094, 15094, 15094, 15094, 15094, 15094, 15094, 20015, 21712, 21712, 21712, 21712, 21712, 21712, 18960, 18960, 20790, 20790, 20790, 20790, 12110, 12110, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 24176, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 32135, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 18294, 20270, 19004, 19004, 19004, 19004, 19004, 19004, 19004, 19004, 19004, 19813, 19813, 19813, 19813, 19813, 19813, 19813, 19813, 19813, 19813, 19813, 19813, 19813, 19813, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10544, 10890, 10890, 10890, 10890, 10890, 10890, 10890, 10890, 10890, 10710, 10710, 10475, 10475, 10475, 10475, 10475, 10475, 10475, 10475, 10475, 10475, 10475, 10475, 10475, 10475, 10475, 16178, 16178, 16178, 16178, 16178, 16178, 16178, 16178, 16178, 10858, 10858, 10858, 10858, 10858, 13152, 13152, 8370, 8370, 8370, 8370, 8370, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 16444, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 10350, 20084, 20084, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 12140, 17650, 17650, 17650, 17650, 17650, 17650, 17650, 17650, 17650, 19269, 19269, 19269, 19269, 19269, 19269, 19269, 19269, 19269, 19269, 19269, 19269, 19269, 19269, 19269, 17051, 17051, 17051, 17051, 17051, 17051, 16922, 16922, 16922, 16922, 16804, 16804, 16804, 16804, 16804, 16804, 16804, 16804, 16804, 16804, 16804, 16804, 16804, 16804, 16804, 17261, 17261, 17261, 17261, 17261, 17261, 17261, 17261, 17261, 17234, 17234, 17234, 17234, 17234, 17234, 16617, 16617, 16617, 16617, 16617, 16617, 16617, 16617, 16617, 16617, 16617, 16507, 16507, 16507, 16507, 16507, 16507, 16507, 16507, 16507, 16507, 16507, 16507, 16507, 16507, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16754, 16758, 16758, 16758, 16758, 16758, 16758, 16758, 16758, 16758, 16758, 16758, 16758, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16654, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16577, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 16781, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 17094, 28611, 28611, 28611, 28611, 28339, 28339, 28339, 28339, 28339, 28339, 28339, 28339, 28339, 28339, 28166, 28166, 28166, 28166, 28166, 28166, 28166, 28166, 28166, 28166, 28166, 28166, 28166, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 27785, 28440, 28440, 28440, 28440, 28187, 28187, 28187, 28187, 28187, 28187, 28187, 28187, 28187, 28187, 28187, 28187, 28187, 28187, 28351, 28488, 28488, 27266, 27266, 27266, 27266, 27266, 27266, 27266, 27266, 8150, 8150, 8150, 8150, 8150, 8150, 8150, 33846, 33846, 33846, 33846, 33846, 33846, 33846, 33846, 33846, 17022, 17022, 17022, 17022, 17022, 17022, 15936, 14980, 14980, 14980, 14980, 14980, 14980, 14980, 14980, 14980, 17635, 17635, 17635, 17635, 17635, 17635, 17635, 17635, 17635, 18032, 18032, 18032, 18032, 17403, 17403, 17403, 17403, 17403, 17403, 17403, 17403, 23928, 23928, 23928, 13500, 13500, 13500, 13500, 13500, 13500, 13500, 13500, 13818, 13818, 13818, 11280, 11280, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 20065, 33652, 33652, 33652, 33652, 33652, 33652, 33652, 10587, 10587, 10587, 10587, 10587, 10587, 10587, 10587, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 11232, 15776, 15776, 15776, 15776, 15776, 17332, 17332, 17332, 17332, 44448, 44448, 44448, 44448, 44448, 44448, 44448, 31420, 31420, 31420, 31420, 31420, 31420, 31420, 31420, 31420, 10980, 10980, 10980, 10980, 10980, 20272, 20272, 20272, 20272, 20272, 20272, 20272, 20272, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 17278, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 25824, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 16678, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 23360, 17612, 17612, 17612, 17612, 17612, 17612, 17612, 17612, 17612, 17612, 17612, 17612, 27594, 27594, 27594, 27594, 27594, 27594, 27594, 12400, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 36657, 17582, 17582, 17582, 17582, 17582, 17582, 10062, 10062, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 42305, 35080, 35080, 12820, 12820, 12820, 12820, 12820, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 24112, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 20153, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 30430, 13407, 13407, 13407, 13407, 36172, 36172, 36172, 36172, 36172, 36172, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 25692, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 45591, 12946, 12946, 12946, 22560, 22560, 22560, 20738, 20738, 20738, 20738, 20738, 20738, 20738, 20738, 20738, 20738, 20738, 20738, 20738, 20738, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 11250, 16292, 16292, 16292, 20000, 20000, 20000, 20904, 20904, 20904, 20904, 20904, 17450, 17450, 17450, 17450, 17450, 17450, 17450, 17450, 17450, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 23756, 37032, 37032, 37032, 37032, 37032, 37032, 37032, 37032, 37032, 37032, 37032, 37032, 37032, 37032, 24581, 24581, 16712, 16712, 16712, 16712, 16712, 16712, 16712, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 12570, 15860, 15860, 15860, 15860, 15860, 15860, 15860, 15860, 15860, 15860, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 18450, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 20745, 13650, 13650, 13650, 13650, 13650, 13650, 13650, 13650, 13650, 13650, 24019, 24019, 24019, 24019, 24019, 24019, 24019, 24019, 24019, 24019, 24019, 24019, 24019, 24019, 24098, 24098, 24098, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 39800, 11726, 11726, 31752, 31752, 31752, 31752, 31752, 31752, 31752, 31752, 31752, 31752, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 8240, 29112, 2911…
#> $ coa_grad_res <dbl> 22886, 22886, 22886, 22886, 22886, 22886, 22886, 22886, 22886, 22886, 22886, 22886, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25356, 25790, 25790, 25211, 25211, 25211, 25211, 21606, 21606, 21606, 21606, 21606, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 28836, 21819, 21819, 21819, 21819, 21819, 21819, 21819, 21819, 21819, 21819, 21819, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 24880, 24880, 24880, 24880, 27512, 27512, 27512, 27512, 27512, 27512, 27512, 27512, 27512, 27512, 27512, 27512, 27512, 27512, 17908, 17908, 17908, 17908, 17908, 17908, 23756, 23756, 23756, 23756, 18408, 18408, 18408, 18408, 18408, 18408, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 21327, 21327, 21327, 21327, 21327, 21327, 21327, 21327, 21327, 21327, 21327, 21327, 21327, 20119, 20119, 20119, 20119, 20119, 20119, 20119, 20119, 20119, 20119, 20119, 20119, 20119, 20119, 36673, 32096, 32096, 32096, 32096, 32096, 32096, 27551, 27551, 26674, 26674, 26674, 26674, 32550, 32550, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 26533, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 29683, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 24739, 28048, 25618, 25618, 25618, 25618, 25618, 25618, 25618, 25618, 25618, 23832, 23832, 23832, 23832, 23832, 23832, 23832, 23832, 23832, 23832, 23832, 23832, 23832, 23832, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 21167, 24768, 24768, 24768, 24768, 24768, 24768, 24768, 24768, 24768, 19200, 19200, 19606, 19606, 19606, 19606, 19606, 19606, 19606, 19606, 19606, 19606, 19606, 19606, 19606, 19606, 19606, 26548, 26548, 26548, 26548, 26548, 26548, 26548, 26548, 26548, 20118, 20118, 20118, 20118, 20118, 19302, 19302, 21394, 21394, 21394, 21394, 21394, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, NA, NA, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 36191, 36191, 36191, 36191, 36191, 36191, 36191, 36191, 36191, 27342, 27342, 27342, 27342, 27342, 27342, 27342, 27342, 27342, 27342, 27342, 27342, 27342, 27342, 27342, 26725, 26725, 26725, 26725, 26725, 26725, 22910, 22910, 22910, 22910, 26095, 26095, 26095, 26095, 26095, 26095, 26095, 26095, 26095, 26095, 26095, 26095, 26095, 26095, 26095, 25287, 25287, 25287, 25287, 25287, 25287, 25287, 25287, 25287, 23936, 23936, 23936, 23936, 23936, 23936, 25211, 25211, 25211, 25211, 25211, 25211, 25211, 25211, 25211, 25211, 25211, 24521, 24521, 24521, 24521, 24521, 24521, 24521, 24521, 24521, 24521, 24521, 24521, 24521, 24521, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 26530, 25920, 25920, 25920, 25920, 25920, 25920, 25920, 25920, 25920, 25920, 25920, 25920, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 25468, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 26353, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 22993, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 25108, 30473, 30473, 30473, 30473, 29109, 29109, 29109, 29109, 29109, 29109, 29109, 29109, 29109, 29109, 30027, 30027, 30027, 30027, 30027, 30027, 30027, 30027, 30027, 30027, 30027, 30027, 30027, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 30126, 29379, 29379, 29379, 29379, 30378, 30378, 30378, 30378, 30378, 30378, 30378, 30378, 30378, 30378, 30378, 30378, 30378, 30378, 30640, 31124, 31124, 45134, 45134, 45134, 45134, 45134, 45134, 45134, 45134, 26590, 26590, 26590, 26590, 26590, 26590, 26590, NA, NA, NA, NA, NA, NA, NA, NA, NA, 28066, 28066, 28066, 28066, 28066, 28066, NA, 34366, 34366, 34366, 34366, 34366, 34366, 34366, 34366, 34366, 37365, 37365, 37365, 37365, 37365, 37365, 37365, 37365, 37365, 37616, 37616, 37616, 37616, 25217, 25217, 25217, 25217, 25217, 25217, 25217, 25217, NA, NA, NA, 32041, 32041, 32041, 32041, 32041, 32041, 32041, 32041, 32637, 32637, 32637, 28479, 28479, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 50948, 50948, 50948, 50948, 50948, 50948, 50948, 30167, 30167, 30167, 30167, 30167, 30167, 30167, 30167, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 35450, 35450, 35450, 35450, 35450, 35860, 35860, 35860, 35860, 62889, 62889, 62889, 62889, 62889, 62889, 62889, 49750, 49750, 49750, 49750, 49750, 49750, 49750, 49750, 49750, 29420, 29420, 29420, 29420, 29420, 38695, 38695, 38695, 38695, 38695, 38695, 38695, 38695, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 25514, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 26498, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 27390, 27390, 27390, 27390, 27390, 27390, 27390, 27390, 27390, 27390, 27390, 27390, 46035, 46035, 46035, 46035, 46035, 46035, 46035, 28988, 53174, 53174, 53174, 53174, 53174, 53174, 53174, 53174, 53174, 27250, 27250, 27250, 27250, 27250, 27250, 20472, 20472, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 53530, 53530, 21154, 21154, 21154, 21154, 21154, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26650, 26783, 26783, 26783, 26783, 26783, 26783, 26783, 26783, 26783, 26783, 26783, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 28492, 24917, 24917, 24917, 24917, 31024, 31024, 31024, 31024, 31024, 31024, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 23969, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 25699, 25699, 25699, 40666, 40666, 40666, 25698, 25698, 25698, 25698, 25698, 25698, 25698, 25698, 25698, 25698, 25698, 25698, 25698, 25698, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 21549, 21549, 21549, 33756, 33756, 33756, 40945, 40945, 40945, 40945, 40945, 37678, 37678, 37678, 37678, 37678, 37678, 37678, 37678, 37678, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 26430, 31932, 31932, 31932, 31932, 31932, 31932, 31932, 31932, 31932, 31932, 31932, 31932, 31932, 31932, 24734, 24734, 33452, 33452, 33452, 33452, 33452, 33452, 33452, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 26289, 26289, 26289, 26289, 26289, 26289, 26289, 26289, 26289, 26289, 26289, 26289, 26289, 26289, 27402, 27402, 27402, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 25177, 25177, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 465…
#> $ coa_grad_nres <dbl> 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 31016, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 35062, 25790, 25790, 37207, 37207, 37207, 37207, 27780, 27780, 27780, 27780, 27780, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 45316, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 30225, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 48602, 24880, 24880, 24880, 24880, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 36416, 24298, 24298, 24298, 24298, 24298, 24298, 34412, 34412, 34412, 34412, 24006, 24006, 24006, 24006, 24006, 24006, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 35488, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 28653, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 27265, 36673, 42616, 42616, 42616, 42616, 42616, 42616, 36690, 36690, 36775, 36775, 36775, 36775, 32550, 32550, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 39203, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 49435, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 33626, 28048, 35338, 35338, 35338, 35338, 35338, 35338, 35338, 35338, 35338, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 35295, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 25793, 29700, 29700, 29700, 29700, 29700, 29700, 29700, 29700, 29700, 23610, 23610, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 24200, 26548, 26548, 26548, 26548, 26548, 26548, 26548, 26548, 26548, 25068, 25068, 25068, 25068, 25068, 19302, 19302, 23824, 23824, 23824, 23824, 23824, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 34888, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, 25896, NA, NA, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 30458, 36191, 36191, 36191, 36191, 36191, 36191, 36191, 36191, 36191, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 36270, 35653, 35653, 35653, 35653, 35653, 35653, 31838, 31838, 31838, 31838, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 35023, 34215, 34215, 34215, 34215, 34215, 34215, 34215, 34215, 34215, 32864, 32864, 32864, 32864, 32864, 32864, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 34139, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 33449, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 35458, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34848, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 34396, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 35281, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 31921, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 34036, 45575, 45575, 45575, 45575, 44211, 44211, 44211, 44211, 44211, 44211, 44211, 44211, 44211, 44211, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45129, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 45228, 44481, 44481, 44481, 44481, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45480, 45742, 46226, 46226, 45134, 45134, 45134, 45134, 45134, 45134, 45134, 45134, 26590, 26590, 26590, 26590, 26590, 26590, 26590, NA, NA, NA, NA, NA, NA, NA, NA, NA, 28066, 28066, 28066, 28066, 28066, 28066, NA, 34366, 34366, 34366, 34366, 34366, 34366, 34366, 34366, 34366, 37365, 37365, 37365, 37365, 37365, 37365, 37365, 37365, 37365, 37616, 37616, 37616, 37616, 34145, 34145, 34145, 34145, 34145, 34145, 34145, 34145, NA, NA, NA, 32041, 32041, 32041, 32041, 32041, 32041, 32041, 32041, 32637, 32637, 32637, 28479, 28479, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 38506, 50948, 50948, 50948, 50948, 50948, 50948, 50948, 30167, 30167, 30167, 30167, 30167, 30167, 30167, 30167, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 27624, 35450, 35450, 35450, 35450, 35450, 35860, 35860, 35860, 35860, 62889, 62889, 62889, 62889, 62889, 62889, 62889, 49750, 49750, 49750, 49750, 49750, 49750, 49750, 49750, 49750, 29420, 29420, 29420, 29420, 29420, 38695, 38695, 38695, 38695, 38695, 38695, 38695, 38695, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 34442, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 44274, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 35426, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 42750, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 36318, 46035, 46035, 46035, 46035, 46035, 46035, 46035, 28988, 53174, 53174, 53174, 53174, 53174, 53174, 53174, 53174, 53174, 36178, 36178, 36178, 36178, 36178, 36178, 20472, 20472, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 59733, 53530, 53530, 27076, 27076, 27076, 27076, 27076, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 42310, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 36953, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 46312, 24917, 24917, 24917, 24917, 49354, 49354, 49354, 49354, 49354, 49354, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 37945, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 61446, 30004, 30004, 30004, 40666, 40666, 40666, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 34992, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 26016, 31465, 31465, 31465, 33756, 33756, 33756, 40945, 40945, 40945, 40945, 40945, 37678, 37678, 37678, 37678, 37678, 37678, 37678, 37678, 37678, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 39230, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 52968, 37534, 37534, 33452, 33452, 33452, 33452, 33452, 33452, 33452, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 28334, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 31088, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35600, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 35557, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 28044, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 39089, 40202, 40202, 40202, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, NA, 31393, 31393, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 46120, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 17840, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 46531, 465…
rm(df_ipeds_pop) # comment this line out if you want to keep ipeds data frame
rm(df_scorecard) # comment this line out if you want to keep scorecard data frame
# Investigate analysis data frame `df_score_ipeds`
# data structure: variables that uniquely identify obs
df_score_ipeds %>% group_by(opeid6,cipcode) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 9444
# number of observations (universities) for each 4-digit cip code (degree code)
#df_score_ipeds %>% count(cipcode)
df_score_ipeds %>% filter(cipcode=='4407') %>% count(cipcode) # social work
#> # A tibble: 1 x 2
#> cipcode n
#> <chr> <int>
#> 1 4407 257
# create data frame that only contains observations for MAs in social work; filter(cipcode=='4407')
df_socialwork <- df_score_ipeds %>%
filter(cipcode=='4407') %>%
# remove observations with missing values of cost of attendance (better for teaching concepts)
filter(!is.na(coa_grad_res))
df_socialwork %>% glimpse()
#> Rows: 253
#> Columns: 35
#> $ opeid6 <chr> "001002", "001005", "001051", "001036", "001047", "011462", "001081", "001101", "001108", "001090", "001117", "007993", "001157", "001142", "001146", "001141", "001147", "001137", "001138", "001139", "001140", "001153", "001150", "001315", "001149", "001151", "001154", "001155", "001328", "001350", "001371", "001360", "001417", "001402", "001409", "001406", "001428", "001443", "001466", "003954", "001480", "009635", "001489", "001509", "001526", "001537", "003955", "001544", "001574", "001598", "001590", "001599", "001610", "007279", "001616", "001624", "001634", "001694", "001671", "009145", "001776", "001692", "001710", "001693", "001750", "001664", "001758", "001759", "001813", "001816", "001815", "001811", "001892", "001890", "001889", "001948", "001939", "001949", "001950", "001952", "001959", "001989", "001999", "009275", "001960", "002002", "002006", "002010", "002026", "002029", "002053", "002050", "002054", "002083", "002091", "002128", "002130", "002183", "002188", "002208", "002211", "002189", "002238", "002259", "002260", "002268", "002282", "002325", "002290", "002329", "002330", "002334", "002360", "003969", "002388", "002377", "002343", "002345", "002410", "002424", "002441", "002516", "002518", "002519", "002498", "002506", "002503", "002520", "002536", "002554", "002569", "002568", "002589", "002622", "002616", "002617", "009344", "002629", "002632", "009345", "002657", "002664", "002666", "002707", "002698", "002689", "007022", "002808", "002722", "002744", "002751", "002779", "002785", "002805", "002835", "002836", "002837", "002838", "002882", "010142", "002903", "002906", "002923", "002928", "002905", "002974", "002975", "002976", "002950", "002972", "002984", "002954", "002981", "003005", "003123", "003024", "003125", "003032", "003077", "003090", "003100", "003131", "003078", "003145", "003184", "003194", "003212", "003216", "003316", "003321", "003322", "003296", "003325", "003378", "003326", "003371", "003328", "003313", "003407", "003448", "003456", "003474", "003478", "003487", "003509", "003510", "003518", "003529", "003530", "003522", "003528", "003537", "003545", "003565", "003652", "003598", "003599", "003624", "003615", "003631", "003656", "003658", "003661", "003636", "010115", "003644", "003665", "003670", "003677", "003675", "003696", "003749", "003765", "003732", "003735", "003775", "003790", "003799", "003798", "003810", "003815", "003827", "003899", "003920", "003895", "003896", "003932", "005026", "007108", "011719", "030113", "032603", "032553"
#> $ unitid <dbl> 100654, 100724, 100751, 102049, 102368, 102553, 104151, 106245, 106397, 106458, 109785, 110486, 110495, 110510, 110538, 110547, 110556, 110565, 110574, 110583, 110592, 110608, 110617, 110662, 115755, 122409, 122597, 122755, 123961, 126818, 127060, 127565, 129020, 130226, 130314, 130493, 130934, 131450, 132471, 132903, 133650, 133951, 134097, 136215, 137032, 137351, 138354, 138716, 139940, 139959, 140960, 141264, 141574, 141644, 142115, 142461, 143118, 144005, 144740, 145336, 145600, 145813, 146719, 147776, 148496, 148584, 149222, 149231, 151111, 151342, 151360, 151388, 153658, 154095, 154235, 155317, 155335, 156082, 156125, 156213, 156365, 157085, 157289, 157447, 157757, 157951, 159009, 159391, 160630, 160755, 161253, 161457, 161554, 163453, 163851, 164924, 164988, 165024, 167729, 167783, 167899, 168263, 168740, 169798, 169910, 170082, 170806, 170976, 171100, 172644, 172699, 173045, 173920, 174066, 174233, 174783, 174899, 174914, 175856, 176044, 176372, 178396, 178402, 178420, 178721, 179159, 179566, 179867, 180489, 181394, 182281, 182290, 183044, 185262, 185572, 185590, 186201, 186380, 186584, 186876, 188030, 188304, 188429, 190150, 190558, 190594, 190637, 190725, 191241, 192192, 192448, 193584, 193900, 194958, 196060, 196079, 196088, 196097, 196413, 196592, 197708, 197869, 198464, 198543, 199102, 199120, 199139, 199148, 199157, 199193, 199218, 199281, 200004, 200280, 200800, 201645, 201885, 202134, 204024, 204796, 204857, 206084, 206604, 206695, 207500, 208822, 209612, 209807, 211361, 212160, 213349, 213826, 214041, 215062, 216010, 216339, 216764, 216852, 217420, 218663, 218964, 219471, 219602, 220075, 220862, 220978, 221661, 221740, 221759, 221838, 221971, 222178, 223232, 224554, 225511, 227331, 227368, 228431, 228459, 228529, 228769, 228778, 228796, 228875, 229027, 229115, 229814, 230038, 230728, 230764, 231174, 232186, 232937, 233277, 234030, 235097, 236595, 236896, 236948, 237330, 237525, 238032, 240277, 240365, 240444, 240453, 240727, 242635, 243221, 243601, 366711, 409698, 433660
#> $ instnm <chr> "Alabama A & M University", "Alabama State University", "The University of Alabama", "Samford University", "Troy University", "University of Alaska Anchorage", "Arizona State University-Tempe", "University of Arkansas at Little Rock", "University of Arkansas", "Arkansas State University-Main Campus", "Azusa Pacific University", "California State University-Bakersfield", "California State University-Stanislaus", "California State University-San Bernardino", "California State University-Chico", "California State University-Dominguez Hills", "California State University-Fresno", "California State University-Fullerton", "California State University-East Bay", "California State University-Long Beach", "California State University-Los Angeles", "California State University-Northridge", "California State University-Sacramento", "University of California-Los Angeles", "Humboldt State University", "San Diego State University", "San Francisco State University", "San Jose State University", "University of Southern California", "Colorado State University-Fort Collins", "University of Denver", "Metropolitan State University of Denver", "University of Connecticut", "Quinnipiac University", "University of Saint Joseph", "Southern Connecticut State University", "Delaware State University", "Gallaudet University", "Barry University", "University of Central Florida", "Florida Agricultural and Mechanical University", "Florida International University", "Florida State University", "Nova Southeastern University", "Saint Leo University", "University of South Florida-Main Campus", "The University of West Florida", "Albany State University", "Georgia State University", "University of Georgia", "Savannah State University", "Valdosta State University", "University of Hawaii at Manoa", "Hawaii Pacific University", "Boise State University", "Northwest Nazarene University", "Aurora University", "Chicago State University", "DePaul University", "Governors State University", "University of Illinois at Chicago", "Illinois State University", "Loyola University Chicago", "Northeastern Illinois University", "Dominican University", "University of St Francis", "Southern Illinois University-Carbondale", "Southern Illinois University-Edwardsville", "Indiana University-Purdue University-Indianapolis", "Indiana University-South Bend", "Indiana University-Northwest", "Indiana University-East", "University of Iowa", "University of Northern Iowa", "Saint Ambrose University", "University of Kansas", "Newman University", "Washburn University", "Wichita State University", "Asbury University", "Campbellsville University", "University of Kentucky", "University of Louisville", "Northern Kentucky University", "Spalding University", "Western Kentucky University", "Grambling State University", "Louisiana State University and Agricultural & Mechanical College", "Southern University at New Orleans", "Tulane University of Louisiana", "University of Maine", "University of New England", "University of Southern Maine", "Morgan State University", "Salisbury University", "Boston College", "Boston University", "Bridgewater State University", "Salem State University", "Simmons University", "Springfield College", "Westfield State University", "Andrews University", "Eastern Michigan University", "Ferris State University", "Grand Valley State University", "Madonna University", "University of Michigan-Ann Arbor", "Michigan State University", "Wayne State University", "Western Michigan University", "Augsburg University", "Minnesota State University-Mankato", "University of Minnesota-Twin Cities", "University of Minnesota-Duluth", "Saint Cloud State University", "The College of Saint Scholastica", "University of St Thomas", "Jackson State University", "Mississippi Valley State University", "University of Southern Mississippi", "University of Missouri-Columbia", "University of Missouri-Kansas City", "University of Missouri-St Louis", "Park University", "Saint Louis University", "Missouri State University-Springfield", "Washington University in St Louis", "The University of Montana", "University of Nebraska at Omaha", "University of Nevada-Las Vegas", "University of Nevada-Reno", "University of New Hampshire-Main Campus", "Kean University", "Monmouth University", "Montclair State University", "Ramapo College of New Jersey", "Rutgers University-New Brunswick", "Seton Hall University", "Stockton University", "New Mexico State University-Main Campus", "Western New Mexico University", "Adelphi University", "Columbia University in the City of New York", "College of Staten Island CUNY", "CUNY Hunter College", "CUNY Lehman College", "Daemen College", "Fordham University", "Keuka College", "Long Island University", "Nazareth College", "New York University", "Roberts Wesleyan College", "SUNY at Albany", "Binghamton University", "University at Buffalo", "Stony Brook University", "Syracuse University", "Touro College", "Yeshiva University", "Appalachian State University", "East Carolina University", "Fayetteville State University", "North Carolina A & T State University", "University of North Carolina at Chapel Hill", "University of North Carolina at Charlotte", "University of North Carolina at Greensboro", "North Carolina Central University", "North Carolina State University at Raleigh", "University of North Carolina Wilmington", "University of North Carolina at Pembroke", "Western Carolina University", "University of North Dakota", "University of Akron Main Campus", "Case Western Reserve University", "University of Cincinnati-Main Campus", "Cleveland State University", "Miami University-Oxford", "Ohio State University-Main Campus", "Ohio University-Main Campus", "University of Toledo", "Wright State University-Main Campus", "Youngstown State University", "University of Oklahoma-Norman Campus", "George Fox University", "Pacific University", "Portland State University", "California University of Pennsylvania", "Edinboro University of Pennsylvania", "Kutztown University of Pennsylvania", "Marywood University", "Millersville University of Pennsylvania", "University of Pennsylvania", "Shippensburg University of Pennsylvania", "Temple University", "West Chester University of Pennsylvania", "Widener University", "Rhode Island College", "University of South Carolina-Columbia", "Winthrop University", "University of South Dakota", "Austin Peay State University", "East Tennessee State University", "University of Memphis", "Middle Tennessee State University", "Southern Adventist University", "The University of Tennessee-Chattanooga", "The University of Tennessee-Knoxville", "Tennessee State University", "Union University", "Abilene Christian University", "Baylor University", "Texas A & M University-Commerce", "University of Houston", "Our Lady of the Lake University", "The University of Texas Rio Grande Valley", "Stephen F Austin State University", "Texas State University", "Tarleton State University", "The University of Texas at Arlington", "The University of Texas at Austin", "The University of Texas at El Paso", "Texas Christian University", "The University of Texas at San Antonio", "Texas Tech University", "West Texas A & M University", "Brigham Young University-Provo", "Utah State University", "University of Utah", "University of Vermont", "George Mason University", "Norfolk State University", "Radford University", "Virginia Commonwealth University", "Eastern Washington University", "Seattle University", "Walla Walla University", "University of Washington-Seattle Campus", "Concord University", "Marshall University", "West Virginia University", "University of Wisconsin-Green Bay", "University of Wisconsin-Oshkosh", "University of Wisconsin-Madison", "University of Wisconsin-Milwaukee", "University of Wyoming", "Inter American University of Puerto Rico-Arecibo", "University of Puerto Rico-Rio Piedras", "Universidad Ana G. Mendez-Gurabo Campus", "California State University-San Marcos", "California State University-Monterey Bay", "Florida Gulf Coast University"
#> $ control <dbl+lbl> 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1
#> $ ccbasic <dbl+lbl> 18, 19, 15, 17, 18, 18, 15, 16, 15, 16, 16, 18, 18, 18, 18, 18, 17, 18, 18, 18, 18, 18, 18, 15, 19, 16, 18, 18, 15, 15, 16, 18, 15, 17, 17, 18, 16, 16, 17, 15, 16, 15, 15, 16, 18, 15, 18, 19, 15, 15, 20, 17, 15, 18, 16, 18, 17, 18, 16, 18, 15, 16, 16, 18, 18, 17, 16, 17, 16, 19, 20, 20, 15, 18, 18, 15, 18, 17, 16, 20, 18, 15, 15, 17, 17, 17, 18, 15, 19, 15, 16, 16, 18, 16, 18, 15, 15, 18, 18, 17, 18, 19, 17, 16, 17, 18, 18, 15, 15, 15, 16, 18, 18, 15, 19, 18, 17, 17, 16, 20, 15, 15, 16, 16, 18, 16, 17, 15, 16, 16, 15, 15, 15, 18, 18, 16, 19, 15, 16, 18, 16, 18, 17, 15, 18, 18, 18, 17, 16, 19, 17, 18, 15, 18, 15, 15, 15, 15, 15, 17, 16, 18, 16, 19, 16, 15, 16, 16, 18, 15, 16, 18, 18, 16, 16, 15, 15, 16, 16, 15, 16, 16, 16, 18, 15, 17, 17, 16, 18, 18, 18, 18, 18, 15, 18, 15, 18, 17, 18, 15, 18, 16, 18, 16, 16, 17, 19, 17, 15, 16, 17, 18, 16, 17, 15, 17, 16, 17, 16, 18, 15, 15, 15, 16, 16, 15, 18, 16, 16, 15, 16, 15, 19, 18, 15, 18, 17, 20, 15, 19, 16, 15, 19, 18, 15, 15, 16, 19, 16, 17, 18, 19, 18
#> $ stabbr <chr> "AL", "AL", "AL", "AL", "AL", "AK", "AZ", "AR", "AR", "AR", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CA", "CO", "CO", "CO", "CT", "CT", "CT", "CT", "DE", "DC", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "FL", "GA", "GA", "GA", "GA", "GA", "HI", "HI", "ID", "ID", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IL", "IN", "IN", "IN", "IN", "IA", "IA", "IA", "KS", "KS", "KS", "KS", "KY", "KY", "KY", "KY", "KY", "KY", "KY", "LA", "LA", "LA", "LA", "ME", "ME", "ME", "MD", "MD", "MA", "MA", "MA", "MA", "MA", "MA", "MA", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MI", "MN", "MN", "MN", "MN", "MN", "MN", "MN", "MS", "MS", "MS", "MO", "MO", "MO", "MO", "MO", "MO", "MO", "MT", "NE", "NV", "NV", "NH", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NJ", "NM", "NM", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NY", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "NC", "ND", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OH", "OK", "OR", "OR", "OR", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "PA", "RI", "SC", "SC", "SD", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TN", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "TX", "UT", "UT", "UT", "VT", "VA", "VA", "VA", "VA", "WA", "WA", "WA", "WA", "WV", "WV", "WV", "WI", "WI", "WI", "WI", "WY", "PR", "PR", "PR", "CA", "CA", "FL"
#> $ region <dbl+lbl> 5, 5, 5, 5, 5, 8, 6, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 8, 7, 7, 7, 1, 1, 1, 1, 2, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 8, 8, 7, 7, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 4, 4, 4, 4, 4, 4, 4, 7, 4, 8, 8, 1, 2, 2, 2, 2, 2, 2, 2, 6, 6, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 6, 8, 8, 8, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 5, 5, 4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 1, 5, 5, 5, 5, 8, 8, 8, 8, 5, 5, 5, 3, 3, 3, 3, 7, 9, 9, 9, 8, 8, 5
#> $ city <chr> "Normal", "Montgomery", "Tuscaloosa", "Birmingham", "Troy", "Anchorage", "Tempe", "Little Rock", "Fayetteville", "Jonesboro", "Azusa", "Bakersfield", "Turlock", "San Bernardino", "Chico", "Carson", "Fresno", "Fullerton", "Hayward", "Long Beach", "Los Angeles", "Northridge", "Sacramento", "Los Angeles", "Arcata", "San Diego", "San Francisco", "San Jose", "Los Angeles", "Fort Collins", "Denver", "Denver", "Storrs", "Hamden", "West Hartford", "New Haven", "Dover", "Washington", "Miami", "Orlando", "Tallahassee", "Miami", "Tallahassee", "Fort Lauderdale", "Saint Leo", "Tampa", "Pensacola", "Albany", "Atlanta", "Athens", "Savannah", "Valdosta", "Honolulu", "Honolulu", "Boise", "Nampa", "Aurora", "Chicago", "Chicago", "University Park", "Chicago", "Normal", "Chicago", "Chicago", "River Forest", "Joliet", "Carbondale", "Edwardsville", "Indianapolis", "South Bend", "Gary", "Richmond", "Iowa City", "Cedar Falls", "Davenport", "Lawrence", "Wichita", "Topeka", "Wichita", "Wilmore", "Campbellsville", "Lexington", "Louisville", "Highland Heights", "Louisville", "Bowling Green", "Grambling", "Baton Rouge", "New Orleans", "New Orleans", "Orono", "Biddeford", "Portland", "Baltimore", "Salisbury", "Chestnut Hill", "Boston", "Bridgewater", "Salem", "Boston", "Springfield", "Westfield", "Berrien Springs", "Ypsilanti", "Big Rapids", "Allendale", "Livonia", "Ann Arbor", "East Lansing", "Detroit", "Kalamazoo", "Minneapolis", "Mankato", "Minneapolis", "Duluth", "Saint Cloud", "Duluth", "Saint Paul", "Jackson", "Itta Bena", "Hattiesburg", "Columbia", "Kansas City", "Saint Louis", "Parkville", "Saint Louis", "Springfield", "Saint Louis", "Missoula", "Omaha", "Las Vegas", "Reno", "Durham", "Union", "West Long Branch", "Montclair", "Mahwah", "New Brunswick", "South Orange", "Galloway", "Las Cruces", "Silver City", "Garden City", "New York", "Staten Island", "New York", "Bronx", "Amherst", "Bronx", "Keuka Park", "Brookville", "Rochester", "New York", "Rochester", "Albany", "Vestal", "Buffalo", "Stony Brook", "Syracuse", "New York", "New York", "Boone", "Greenville", "Fayetteville", "Greensboro", "Chapel Hill", "Charlotte", "Greensboro", "Durham", "Raleigh", "Wilmington", "Pembroke", "Cullowhee", "Grand Forks", "Akron", "Cleveland", "Cincinnati", "Cleveland", "Oxford", "Columbus", "Athens", "Toledo", "Dayton", "Youngstown", "Norman", "Newberg", "Forest Grove", "Portland", "California", "Edinboro", "Kutztown", "Scranton", "Millersville", "Philadelphia", "Shippensburg", "Philadelphia", "West Chester", "Chester", "Providence", "Columbia", "Rock Hill", "Vermillion", "Clarksville", "Johnson City", "Memphis", "Murfreesboro", "Collegedale", "Chattanooga", "Knoxville", "Nashville", "Jackson", "Abilene", "Waco", "Commerce", "Houston", "San Antonio", "Edinburg", "Nacogdoches", "San Marcos", "Stephenville", "Arlington", "Austin", "El Paso", "Fort Worth", "San Antonio", "Lubbock", "Canyon", "Provo", "Logan", "Salt Lake City", "Burlington", "Fairfax", "Norfolk", "Radford", "Richmond", "Cheney", "Seattle", "College Place", "Seattle", "Athens", "Huntington", "Morgantown", "Green Bay", "Oshkosh", "Madison", "Milwaukee", "Laramie", "Arecibo", "San Juan", "Gurabo", "San Marcos", "Seaside", "Fort Myers"
#> $ locale <dbl+lbl> 12, 12, 12, 21, 33, 11, 12, 12, 13, 13, 21, 11, 23, 12, 13, 13, 11, 21, 21, 11, 11, 11, 11, 11, 33, 11, 11, 11, 11, 12, 11, 11, 21, 21, 21, 12, 13, 11, 21, 21, 12, 21, 12, 21, 23, 11, 13, 13, 11, 12, 12, 13, 11, 11, 12, 22, 21, 11, 11, 41, 11, 22, 11, 11, 21, 21, 13, 21, 11, 12, 13, 41, 13, 13, 12, 13, 11, 12, 11, 31, 32, 11, 11, 21, 11, 13, 32, 12, 11, 11, 23, 22, 13, 11, 23, 13, 11, 21, 21, 11, 12, 21, 31, 21, 32, 21, 13, 12, 13, 11, 13, 11, 13, 11, 13, 13, 13, 11, 12, 33, 13, 12, 11, 21, 21, 11, 12, 21, 13, 11, 12, 11, 23, 21, 21, 21, 21, 13, 21, 22, 22, 33, 21, 11, 11, 11, 11, 21, 11, 32, 21, 21, 11, 21, 13, 22, 21, 21, 12, 11, 11, 32, 13, 12, 11, 13, 11, 11, 11, 11, 12, 32, 32, 13, 12, 11, 11, 11, 31, 11, 32, 11, 21, 13, 22, 31, 21, 11, 23, 31, 31, 13, 21, 11, 31, 11, 21, 21, 21, 12, 13, 32, 12, 13, 11, 12, 21, 12, 12, 11, 13, 12, 12, 32, 11, 11, 13, 33, 13, 33, 11, 11, 11, 11, 11, 11, 31, 12, 13, 12, 13, 21, 12, 23, 12, 31, 11, 23, 11, 32, 13, 13, 12, 13, 11, 11, 33, 13, 11, 21, 21, 22, 21
#> $ cipdig2 <chr> "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44", "44"
#> $ cipcode <chr> "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407", "4407"
#> $ cipdesc <chr> "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work.", "Social Work."
#> $ credlev <dbl+lbl> 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5
#> $ creddesc <chr> "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree", "Master's Degree"
#> $ ipedscount1 <chr> "92", "7", "189", "8", "106", "20", "NULL", "66", "17", "38", "78", "67", "66", "105", "40", "74", "65", "103", "90", "222", "143", "178", "109", "101", "62", "131", "31", "88", "1472", "57", "278", "101", "160", "31", "44", "82", "19", "12", "178", "131", "16", "19", "NULL", "31", "95", "127", "0", "26", "62", "152", "39", "38", "102", "32", "112", "54", "379", "28", "19", "53", "202", "29", "299", "0", "115", "34", "73", "31", "350", "NULL", "NULL", "13", "97", "37", "35", "180", "86", "55", "54", "14", "71", "96", "206", "62", "24", "63", "30", "97", "130", "77", "37", "328", "29", "69", "126", "248", "204", "60", "97", "330", "151", "64", "28", "66", "29", "177", "21", "336", "39", "343", "141", "76", "29", "131", "31", "34", "33", "140", "90", "NULL", "63", "91", "62", "54", "23", "83", "35", "197", "25", "84", "75", "45", "72", "42", "119", "59", "37", "660", "18", "60", "68", "98", "268", "454", "27", "465", "91", "22", "622", "18", "14", "39", "567", "49", "166", "66", "217", "214", "102", "90", "118", "47", "69", "65", "27", "128", "73", "27", "81", "72", "41", "60", "33", "78", "70", "168", "66", "108", "18", "242", "36", "35", "37", "46", "153", "44", "12", "205", "58", "153", "25", "131", "65", "197", "36", "189", "80", "95", "84", "274", "54", "40", "32", "49", "56", "25", "33", "NULL", "220", "17", "50", "15", "67", "72", "167", "303", "54", "51", "111", "0", "458", "146", "34", "27", "55", "14", "19", "41", "2", "171", "29", "54", "62", "34", "170", "125", "0", "85", "203", "43", "NULL", "67", "53", "8", "176", "154", "22", "31", "73", "37", "58", "36", "17"
#> $ ipedscount2 <chr> "79", "25", "225", "13", "86", "19", "NULL", "69", "51", "43", "69", "74", "101", "109", "81", "70", "50", "101", "139", "219", "139", "182", "120", "108", "52", "101", "29", "159", "1383", "83", "279", "123", "142", "22", "60", "81", "34", "26", "130", "143", "19", "0", "NULL", "47", "86", "90", "0", "17", "60", "170", "34", "60", "95", "20", "187", "48", "325", "38", "17", "54", "239", "24", "277", "29", "101", "21", "60", "29", "323", "NULL", "NULL", "0", "67", "38", "33", "204", "41", "59", "56", "19", "91", "90", "197", "56", "24", "58", "15", "128", "87", "74", "36", "339", "30", "71", "160", "265", "229", "55", "129", "545", "111", "65", "19", "75", "37", "145", "48", "329", "21", "335", "131", "55", "27", "137", "24", "44", "39", "115", "76", "NULL", "88", "75", "69", "52", "41", "93", "30", "215", "36", "80", "75", "80", "94", "60", "90", "68", "56", "716", "37", "52", "50", "142", "263", "509", "29", "559", "87", "12", "659", "25", "108", "42", "567", "46", "159", "72", "214", "238", "70", "132", "86", "33", "66", "64", "19", "127", "79", "21", "82", "77", "41", "39", "40", "73", "69", "259", "86", "64", "23", "266", "42", "41", "32", "44", "154", "35", "22", "245", "30", "202", "39", "104", "60", "195", "27", "154", "102", "152", "79", "237", "60", "0", "22", "47", "52", "28", "24", "16", "231", "22", "88", "16", "80", "66", "161", "334", "72", "48", "124", "18", "515", "135", "37", "22", "84", "11", "27", "40", "98", "164", "28", "83", "80", "40", "199", "88", "26", "77", "244", "58", "60", "71", "44", "8", "158", "141", "20", "3", "47", "21", "57", "49", "19"
#> $ debt_all_stgp_eval_n <dbl> 146, NA, 244, 17, 145, 20, 502, 104, 47, 27, 130, 42, 105, 170, 75, 99, 43, 124, 147, 285, 188, 217, 139, 151, 78, 122, 31, 47, 2410, 82, 352, 160, 202, 36, 55, 122, 48, 17, 247, 127, 26, NA, NA, 54, 152, 162, NA, NA, 93, 204, 61, 34, 128, 21, 246, 92, 585, 57, 32, 77, 312, 34, 366, 23, 148, 32, 111, 43, 351, NA, NA, NA, 118, 54, 61, 306, 92, 86, 86, 29, 134, 135, 291, 98, 39, 87, 38, 76, 172, 66, 62, 562, 40, 120, 191, 358, 385, 75, 163, 750, 201, 102, 29, 120, 62, 231, 50, 484, 43, 516, 199, 117, 41, 140, 22, 52, 52, 180, 137, NA, 54, 100, 95, 68, 50, 137, 44, 249, 44, 110, 107, 83, 132, 80, 157, 67, 33, 1059, 50, 89, 70, 57, 362, 648, 37, 646, 144, NA, 985, NA, 151, NA, 675, 80, 252, 104, 320, 368, 133, 185, 107, 57, 79, 52, 25, 169, 102, 39, 149, 110, 45, 77, 57, 106, 102, 337, 109, 143, 32, 379, 65, 62, 53, 72, 226, 67, 29, 349, 65, 292, 36, 177, 94, 242, 48, 287, 61, 201, 120, 358, 87, NA, 30, 73, 89, 44, 43, NA, 234, 34, 121, 15, 90, 104, 236, 562, 110, 81, 162, NA, 705, 171, 44, 27, 102, NA, 15, 40, 58, 254, 36, 82, 130, 58, 254, 166, 22, 136, 381, 74, NA, 95, 65, 10, 132, 145, 18, 23, 53, 44, 87, 58, 19
#> $ debt_all_stgp_eval_mean <dbl> 51788, 38001, 32830, 49278, 30072, 30364, 45258, 41114, 27713, 30749, 52599, 35504, 29260, 34215, 23963, 30955, 25310, 30502, 41701, 29514, 31228, 40156, 28069, 51668, 35344, 29289, 30555, 31873, 113762, 42076, 68054, 33513, 35729, 66125, 48283, 34297, 36188, 52931, 53125, 38754, 51889, 51313, 45013, 73360, 52571, 36879, 20730, 57667, 39799, 43011, 39736, 54598, 32837, 45826, 30178, 39716, 34247, 62017, 76163, 37720, 41770, 35315, 66401, 24445, 46415, 32551, 34114, 23673, 40289, 36999, 46987, 43838, 47358, 27987, 61776, 37566, 49449, 38559, 33746, 44773, 24545, 41439, 43899, 36260, 32562, 31538, 48845, 38704, 45271, 74833, 43484, 51835, 38680, 39345, 33723, 52959, 53233, 41195, 35397, 74968, 59338, 27629, 60619, 51418, 33175, 44150, 23785, 47297, 52884, 39517, 48476, 40906, 25346, 44435, 45190, 25411, 46643, 51357, 52132, 44738, 41514, 29131, 42930, 34593, 27922, 54328, 37145, 58537, 43902, 34127, 46631, 22823, 50711, 48132, 43835, 31239, 31038, 48412, 60068, 28584, 30185, 40880, 62589, 80957, 29854, 38164, 33472, 33170, 54277, 34934, 76214, 44523, 85772, 38879, 35609, 40935, 38913, 37367, 72816, 60442, 45677, 22968, 38103, 32348, 39727, 55365, 28665, 23703, 44724, 31732, 33050, 33942, 33058, 34532, 36348, 86730, 39054, 44679, 29028, 39874, 24376, 30908, 38900, 43045, 39489, 37261, 61686, 47388, 39681, 43393, 33888, 50849, 35271, 70869, 39569, 54001, 42719, 66833, 33500, 48544, 39780, 28435, 26619, 41749, 41437, 27617, 45462, 24228, 44304, 31382, 42968, 44044, 40243, 25793, 38107, 45506, 19140, 24017, 28853, 21751, 35646, 42070, 29456, 39802, 44463, 25378, 28327, 18361, 29569, 34387, 50788, 42113, 49831, 37717, 47034, 40277, 45996, 45953, 51473, 27310, 30568, 43234, 28902, 20741, 36246, 36433, 31190, 22688, 18903, 33732, 54252, 24378, 26507
#> $ debt_all_stgp_eval_mdn <dbl> 50446, 41000, 30750, NA, 23141, 26831, 41001, 43135, 27000, 27050, 52018, 38454, 31428, 35750, 19584, 28500, 25321, 30504, 39682, 28500, 29169, 38842, 27972, 53500, 34812, 26314, 30750, 36726, 118698, 38435, 68635, 33500, 31642, 65677, 45953, 30750, 38000, NA, 44334, 35199, 47880, NA, 41000, 58888, 51250, 30981, NA, 59863, 35600, 41000, 41000, 60613, 29330, 40500, 25601, 41000, 30500, 62761, 79726, 34935, 37045, 36126, 61190, 24000, 41000, 28063, 28500, 18680, 41000, 36989, 43977, NA, 45775, 27200, 55861, 36510, 48026, 34313, 31155, 41000, 20568, 41000, 37173, 30809, 30750, 27643, 48482, 41000, 41000, 77000, 41000, 50227, 39362, 41000, 29722, 50452, 52000, 41000, 32897, 80278, 61500, 28456, 53872, 46154, 30136, 42247, 20500, 41000, 47052, 39456, 42192, 40166, 24000, 41000, 44462, 25000, 46397, 48891, 48307, 52590, 41000, 26842, 37703, 33875, 23541, 50380, 30139, 58260, 46801, 30574, 41000, 20500, 51250, 45000, 41000, 30938, 23500, 41000, 55250, 20500, 28807, 41000, 63934, 76863, 29305, 41000, 32900, 23553, 49000, 40560, 73547, 43000, 82970, 41000, 36000, 41000, 40410, 35476, 70385, 61000, 41000, 19429, 37575, 33368, 38319, 50490, 27471, 25693, 41000, 30750, 30500, 31487, 34144, 29143, 34400, 86000, 37610, 41000, 28112, 39362, 20500, 25000, 30208, 43199, 36034, 35866, 66948, 46666, 38685, 41000, 32740, 50122, 38734, 68834, 39550, 51000, 41000, 67783, 33088, 44900, 41000, 26658, 22627, 37817, 37681, 21940, 41000, NA, 41000, 20500, 41000, NA, 41000, 20549, 37863, 40547, 17500, 22835, 27660, NA, 33801, 39376, 28050, 38738, 39406, 20683, NA, 15810, 32099, 32126, 42539, 40977, 49517, 39071, 41000, 40975, 41000, 44772, 50244, 25000, 26705, 41000, 26049, NA, 36451, 34200, NA, 25500, 16000, 37016, 55604, 19565, 20500
#> $ debt_all_stgp_eval_mdn10yrpay <dbl> 518, 421, 316, NA, 238, 275, 421, 443, 277, 278, 534, 395, 323, 367, 201, 293, 260, 313, 407, 293, 299, 399, 287, 549, 357, 270, 316, 377, 1219, 395, 705, 344, 325, 674, 472, 316, 390, NA, 455, 361, 492, NA, 421, 605, 526, 318, NA, 615, 366, 421, 421, 622, 301, 416, 263, 421, 313, 644, 819, 359, 380, 371, 628, 246, 421, 288, 293, 192, 421, 380, 452, NA, 470, 279, 574, 375, 493, 352, 320, 421, 211, 421, 382, 316, 316, 284, 498, 421, 421, 791, 421, 516, 404, 421, 305, 518, 534, 421, 338, 824, 631, 292, 553, 474, 309, 434, 210, 421, 483, 405, 433, 412, 246, 421, 457, 257, 476, 502, 496, 540, 421, 276, 387, 348, 242, 517, 309, 598, 481, 314, 421, 210, 526, 462, 421, 318, 241, 421, 567, 210, 296, 421, 656, 789, 301, 421, 338, 242, 503, 416, 755, 442, 852, 421, 370, 421, 415, 364, 723, 626, 421, 199, 386, 343, 393, 518, 282, 264, 421, 316, 313, 323, 351, 299, 353, 883, 386, 421, 289, 404, 210, 257, 310, 444, 370, 368, 687, 479, 397, 421, 336, 515, 398, 707, 406, 524, 421, 696, 340, 461, 421, 274, 232, 388, 387, 225, 421, NA, 421, 210, 421, NA, 421, 211, 389, 416, 180, 234, 284, NA, 347, 404, 288, 398, 405, 212, NA, 162, 330, 330, 437, 421, 508, 401, 421, 421, 421, 460, 516, 257, 274, 421, 267, NA, 374, 351, NA, 262, 164, 380, 571, 201, 210
#> $ earn_count_wne_hi_1yr <dbl> 138, NA, 276, NA, 104, 24, 513, 110, 31, 39, 132, 113, 96, 163, 70, 120, 99, 161, 156, 385, 197, 271, 197, 162, 86, 173, 47, 136, 2360, 74, 408, 161, 239, 44, 25, 117, 31, 21, 261, 186, 20, 64, 379, 32, 129, 154, 50, 37, 91, 248, 62, 39, 151, 37, 179, 81, 543, 53, 30, 79, 339, 44, 460, NA, 158, 37, 111, 47, 362, 49, 49, 12, 140, 63, 51, 293, 99, 72, 84, 34, 96, 139, 312, 107, 33, 94, 52, 52, 146, 74, 66, 528, 55, 120, 189, 389, 398, 87, 149, 446, 242, 114, 22, 107, 45, 251, 18, 494, 60, 528, 249, 115, 24, 80, 17, 52, 53, 216, 130, 30, 100, 116, 98, 81, 16, 130, 52, 239, 48, 114, 120, 62, 124, 74, 209, 73, 34, 1003, 15, 102, 102, NA, 366, 578, 43, 666, 143, 25, 927, 24, 168, 31, 762, 81, 279, 104, 301, 312, 148, 152, 113, 72, 118, 51, 54, 183, 116, 25, 127, 117, 44, 104, 63, 125, 115, 252, 114, 163, 30, 344, 68, 62, 51, 64, 212, 53, 26, 362, 75, 214, 48, 191, 116, 273, 53, 340, 115, 163, 129, 410, 88, 74, 43, 76, 74, 47, 37, NA, 287, 31, 106, NA, 98, 122, 228, 399, 96, 99, 168, NA, 665, 215, 62, 29, 99, NA, NA, 58, 21, 275, 52, 119, 94, 59, 250, 164, NA, 138, 448, 54, 18, 108, 65, 34, 159, 108, 26, 22, 35, 35, 72, 55, 25
#> $ earn_mdn_hi_1yr <dbl> 38065, NA, 39254, NA, 39609, 50606, 46843, 47377, 44276, 44170, 54091, 57770, 58522, 54732, 49611, 60165, 62829, 54696, 69114, 59506, 56979, 54348, 56693, 59124, 53080, 50717, 68592, 72850, 51438, 43504, 44912, 43888, 49064, 46738, 48641, 50161, 46087, 42682, 42584, 41524, 39009, 45919, 42821, 41342, 42384, 41193, 38721, 43696, 41751, 42390, 39214, 42012, 47944, 43984, 42961, 45752, 43252, 45435, 44356, 44845, 45348, 41193, 44381, NA, 43114, 39153, 38122, 42309, 44122, 39909, 45435, 42682, 44001, 43426, 42682, 44212, 43128, 43984, 40161, 35416, 36398, 38674, 40082, 42806, 40017, 38083, 37808, 38443, 39326, 42433, 44852, 45963, 42682, 49072, 47357, 49179, 50115, 53219, 50567, 49100, 50105, 51880, 40095, 46899, 45584, 43553, 39369, 45797, 43575, 43178, 44209, 49498, 49520, 49503, 50856, 48823, 45554, 50009, 33815, 32391, 37856, 41971, 45052, 42123, 39369, 40614, 44595, 43832, 39369, 44209, 48883, 51690, 46300, 42682, 46714, 52607, 44468, 48104, 42123, 47136, 45190, NA, 49397, 53202, 54331, 54467, 54073, 41725, 50836, 46924, 48579, 48041, 51487, 44595, 47992, 45500, 42742, 47869, 45305, 50395, 49962, 41069, 43749, 40408, 43087, 43798, 42174, 42433, 42841, 43264, 42495, 41420, 41844, 51346, 41441, 45284, 41565, 41823, 41342, 43496, 43319, 43290, 44666, 42479, 46182, 43351, 48432, 50186, 41651, 44087, 43426, 44431, 41342, 46999, 47046, 46902, 49939, 46336, 50194, 39556, 40621, 44468, 38289, 38649, 43240, 42682, 41342, NA, 42196, 38829, 38787, NA, 43000, 49797, 46053, 45991, 50272, 38597, 45365, NA, 46449, 45949, 44356, 47260, 46889, NA, NA, 44711, 45852, 47409, 45340, 51762, 45604, 40089, 44699, 51118, NA, 43798, 51946, 39297, 38289, 43000, 44861, 49660, 45785, 47494, 46478, 20140, 23538, 22810, 48752, 62463, 50105
#> $ earn_count_wne_hi_2yr <dbl> 83, NA, 292, NA, 20, 27, 503, 107, 36, 33, 109, 88, 94, 136, 97, 111, 92, 152, 142, 350, 154, 255, 193, 160, 73, 76, 45, 81, 2263, 86, 393, 140, 269, 30, 26, 97, 51, 22, 317, 86, 15, 90, 296, 25, 57, 98, 70, 27, 69, 224, 62, 45, 128, 19, 183, 37, 414, 57, 35, 95, 339, 29, 259, NA, 108, 21, 101, 23, 299, 39, 47, NA, 125, 55, 47, 143, 74, 63, 96, 46, 58, 158, 289, 111, 15, 86, 60, 17, 126, 72, 58, 372, 49, 117, 139, 362, 425, 77, 117, 270, 121, 103, 13, 92, 19, 214, NA, 375, 48, 510, 202, 94, 17, 19, NA, 48, 55, 195, 107, 46, 43, 112, 95, 71, NA, 107, 42, 115, 43, 86, 118, 44, 85, 74, 221, 40, NA, 478, NA, 81, 89, NA, 301, 595, 30, 582, 142, NA, 811, NA, 199, 13, 712, 37, 137, 96, 136, 267, 70, 79, 82, 55, 97, 74, 29, 92, 97, NA, 80, 60, 30, 90, 62, 89, 106, 205, 68, 154, 32, 348, 71, 70, 39, 38, 182, 19, 14, 353, 69, 88, 58, 140, 102, 267, 42, 324, 102, 171, 104, 433, 78, 39, 25, 67, 53, 26, 17, NA, 291, 30, 107, 15, 93, 88, 208, 212, 80, 83, 158, NA, 483, 236, 53, 25, 115, NA, NA, 53, 18, 135, 43, 124, 45, 56, 234, 140, NA, 119, 453, 31, NA, 128, 24, 21, 250, 91, 29, NA, 37, 18, 43, 44, 26
#> $ earn_mdn_hi_2yr <dbl> 37819, NA, 38981, NA, 38289, 51750, 46118, 47877, 44595, 45383, 54082, 58943, 57796, 58503, 54073, 60096, 56641, 55534, 64087, 59443, 60585, 58035, 56114, 59742, 53045, 49990, 70680, 72320, 52078, 44133, 44882, 46422, 49929, 48432, 44021, 50263, 47260, 44737, 43950, 35861, 35416, 46087, 43054, 33993, 42682, 42542, 38433, 43128, 40017, 42138, 40697, 41193, 47729, 42682, 44399, 40768, 43528, 39639, 47260, 41479, 43182, 44895, 43426, NA, 43054, 42682, 39045, 38721, 44093, 43319, 44755, NA, 47361, 44508, 43426, 43605, 41937, 42868, 38516, 39153, 37208, 38736, 42123, 42276, 39369, 38505, 36745, 36455, 38195, 41689, 43798, 44399, 42203, 47673, 45500, 50000, 50336, 54053, 50606, 49378, 51794, 47260, 33993, 47871, 43240, 43269, NA, 46342, 46478, 44269, 44323, 54768, 49019, 54435, NA, 47520, 47553, 50806, 35314, 33007, 37748, 41362, 42961, 45647, NA, 40589, 42185, 43333, 38443, 44765, 52464, 52334, 46478, 42276, 45554, 47260, NA, 46886, NA, 47092, 42263, NA, 49714, 53587, 52941, 52377, 53550, NA, 50971, NA, 45472, 46321, 50280, 40017, 44698, 45061, 40546, 48980, 45408, 48162, 47260, 42510, 42363, 42961, 44021, 43575, 42487, NA, 42522, 39119, 45584, 41087, 44170, 50856, 43016, 44800, 41631, 43626, 39249, 43371, 44227, 44930, 46673, 38048, 45008, 46924, 42123, 49962, 40125, 46272, 43493, 44335, 42821, 47846, 46924, 47334, 46148, 48010, 48864, 39353, 42123, 42073, 39153, 37907, 47650, 39729, 38829, NA, 41007, 41937, 39693, 43426, 40269, 45030, 48971, 46177, 50258, 42682, 44426, NA, 46168, 45600, 48112, 46087, 48628, NA, NA, 46193, 47260, 45870, 44635, 48600, 45500, 41007, 44987, 48501, NA, 42682, 49646, 40827, NA, 42402, 44933, 50105, 46332, 48225, 49631, NA, 25194, 19227, 49270, 55964, 46869
#> $ tuit_grad_res <dbl> 8130, 6174, 10470, 18530, 7146, 9768, 10810, 7680, 7379, 4626, 16224, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 6738, 11220, 6738, 6738, 6738, 6738, 41592, 9628, 45288, 7568, 13726, 17730, 12822, 6497, 5160, 17100, 17820, 6916, 8019, 8912, 9684, 18373, 9630, 8350, 7088, 3402, 6876, 8492, 3528, 4374, 15288, 17190, 6232, 8851, 10800, 5580, 18960, 7368, 13263, 7466, 18594, 6408, 17993, 13302, 10524, 6312, 8331, 6648, 6648, 6648, 8856, 8592, 16020, 9480, 9306, 8250, 5173, 10242, 11904, 10925, 12246, 10008, 13608, 11400, 5110, 9132, 6024, 49030, 7524, 19936, 6840, 7074, 6858, 27216, 49176, 1675, 2520, 20556, 29640, 5724, 25128, 15120, 7046, 15408, 13410, 21466, 16764, 14746, 13312, 12778, 6849, 16240, 16240, 7373, 11160, 24386, 7141, 6858, 7549, 8462, 6462, 10668, 8025, 19350, 4644, 48950, 4135, 4649, 4968, 4752, 13840, 13156, 24156, 10464, 14545, 16536, 21078, 10686, 4088, 3026, 37623, 43552, 10130, 10130, 10130, 23208, 32160, 27087, 28272, 21120, 39936, 13482, 10870, 10870, 10870, 10870, 34632, 16200, 19800, 4744, 4656, 3371, 4545, 9643, 4252, 5117, 4647, 8088, 4448, 3639, 4348, 7185, 7731, 42576, 12790, 9565, 12890, 11560, 9510, 13166, 13474, 8492, 4886, 15504, 30421, 13248, 11592, 8694, 8694, 9300, 11592, 32286, 11592, 15786, 11592, 24800, 6696, 12398, 14312, 7516, 8300, 7992, 8820, 7974, 11070, 8100, 11044, 8380, 6870, 19890, 28494, 3630, 7956, 15390, 5439, 4896, 6167, 3672, 7141, 11300, 4497, 26640, 5186, 5400, 4402, 6680, 5323, 6473, 15096, 10628, 7148, 7868, 10976, 10953, 19353, 23088, 15207, 7600, 6298, 9000, 7640, 7640, 10728, 10387, 4338, 3780, 2380, 2652, 6738, 6738, 6974
#> $ fee_grad_res <dbl> 1236, 2284, 0, 610, 802, 1424, 696, 1604, 971, 1292, 220, 1385, 1256, 1138, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 1463, 1737, 1612, 1012, 1946, 713, 2088, 303, 1073, 2270, 720, 828, 4722, 350, 526, 0, 1956, 1857, 2185, 1859, 802, 0, 2078, 1974, 1602, 2128, 2270, 1758, 2116, 880, 130, 2208, 120, 0, 3196, 330, 1900, 3080, 1504, 848, 1389, 327, 375, 4059, 1642, 1064, 595, 595, 595, 1501, 1211, 280, 958, 406, 110, 905, 0, 300, 1311, 196, 384, 0, 0, 2012, 2755, 1934, 1980, 1142, 686, 830, 1404, 1512, 90, 710, 8563, 4671, 162, 195, 0, 690, 1235, 0, 0, 0, 328, 0, 1757, 923, 0, 714, 1495, 1243, 883, 0, 214, 120, 20, 110, 1114, 1009, 0, 0, 546, 910, 330, 1758, 1441, 532, 535, 2080, 3316, 700, 1676, 3131, 2097, 644, 3214, 853, 1624, 1335, 2002, 560, 308, 430, 100, 491, 111, 1904, 210, 2432, 300, 1824, 2051, 2477, 1696, 1242, 1000, 225, 2977, 2632, 2162, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 2844, 1458, 1405, 34, 1678, 114, 638, 865, 0, 1555, 0, 410, 3283, 0, 213, 1317, 3916, 2490, 1795, 1415, 3306, 3318, 3384, 890, 2399, 300, 482, 400, 300, 1042, 1473, 1379, 1643, 1260, 0, 1776, 1790, 1040, 20, 0, 3006, 2146, 982, 816, 1169, 1531, 1801, 2437, 1678, 0, 1126, 48, 1915, 2125, 1947, 0, 954, 1054, 1916, 3096, 3420, 3090, 2167, 841, 765, 150, 1059, 150, 1122, 0, 1580, 1122, 1215, 1402, 1335, 714, 144, 900, 1911, 907, 1987
#> $ tuit_grad_nres <dbl> 16260, 12348, 26950, 18530, 14292, 19954, 23480, 17400, 18842, 9252, 16224, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 15666, 26322, 15666, 15666, 15666, 15666, 41592, 23604, 45288, 11873, 34762, 17730, 12822, 18102, 11376, 17100, 17820, 25759, 22108, 21393, 24116, 18373, 9630, 19048, 22166, 13590, 22374, 24090, 13068, 15750, 36768, 17190, 20682, 8851, 10800, 10782, 18960, 14736, 22217, 15038, 18594, 12816, 17993, 13302, 26310, 11156, 22985, 15661, 15661, 15661, 26460, 19066, 16020, 22176, 9306, 16786, 12704, 10242, 11904, 27069, 25486, 15390, 13608, 16320, 5110, 9132, 12965, 49030, 24498, 19936, 18468, 13860, 12060, 27216, 49176, 1675, 4140, 20556, 29640, 5724, 25128, 27840, 10569, 15408, 13410, 43346, 32940, 31939, 28195, 12778, 6849, 25120, 25120, 11201, 11160, 24386, 7141, 6858, 16419, 23172, 16685, 26184, 8025, 19350, 9324, 48950, 18742, 12987, 18878, 18662, 27130, 17831, 24156, 15837, 14545, 28128, 21078, 16449, 14254, 8730, 37623, 43552, 18720, 18720, 18720, 23208, 32160, 27087, 28272, 21120, 39936, 13482, 22210, 22210, 22210, 22210, 34632, 16200, 19800, 17913, 17547, 14219, 16950, 26854, 17423, 18566, 17347, 22610, 16667, 13896, 14755, 19184, 13237, 42576, 24532, 16297, 29604, 32008, 17502, 23502, 22890, 12992, 18989, 15504, 30421, 20736, 17400, 13050, 13050, 9300, 17400, 32286, 17400, 21636, 17400, 24800, 13032, 27008, 27570, 14449, 22280, 22248, 17604, 22086, 11070, 24218, 29232, 20020, 6870, 19890, 28494, 10974, 17100, 15390, 12783, 12240, 14327, 11015, 15638, 21518, 12326, 26640, 20785, 12744, 5081, 6680, 18632, 22848, 38160, 29306, 17784, 16394, 22479, 25438, 19353, 23088, 27255, 13252, 16788, 23238, 16771, 16771, 24054, 23424, 12978, 3780, 6498, 2652, 15666, 15666, 28170
#> $ fee_grad_nres <dbl> 1236, 2284, 0, 610, 802, 1758, 696, 1604, 971, 1292, 220, 1385, 1256, 1138, 1568, 951, 841, 1088, 1092, 988, 911, 1115, 1428, 1463, 1737, 1612, 1012, 1946, 713, 2088, 303, 1073, 2270, 720, 828, 5917, 350, 526, 0, 2898, 2561, 2809, 2581, 802, 0, 2078, 2728, 1602, 2128, 2270, 1758, 2116, 880, 130, 2208, 120, 0, 3196, 330, 1900, 3080, 1504, 848, 1389, 327, 375, 4059, 1782, 1064, 595, 595, 595, 1501, 1211, 280, 958, 406, 110, 905, 0, 300, 1311, 196, 384, 0, 0, 11035, 19690, 1934, 1980, 1142, 686, 830, 1404, 1512, 90, 710, 8563, 4671, 162, 195, 0, 690, 1235, 0, 0, 0, 328, 0, 1757, 923, 0, 714, 1495, 1243, 883, 0, 214, 10473, 20, 110, 1114, 1009, 0, 0, 546, 910, 330, 1812, 1441, 532, 535, 2080, 3316, 700, 1676, 3131, 2097, 644, 3214, 853, 1624, 1335, 2002, 560, 308, 430, 100, 491, 111, 1904, 210, 2432, 300, 1824, 2051, 2477, 1696, 1242, 1000, 225, 2977, 2632, 2162, 2902, 1963, 3026, 2636, 2477, 2484, 2595, 2285, 2844, 1458, 1405, 34, 1678, 114, 638, 865, 0, 1555, 0, 410, 3283, 0, 213, 1317, 5119, 3392, 2447, 1415, 3594, 3318, 3672, 890, 2615, 300, 482, 400, 300, 1042, 1473, 1379, 1643, 1260, 0, 1776, 2020, 1040, 20, 0, 3006, 2146, 982, 816, 1169, 1531, 1801, 2437, 1678, 0, 1126, 48, 1915, 2125, 1947, 0, 954, 1054, 1916, 3096, 3420, 3536, 2792, 841, 765, 150, 1059, 150, 1122, 0, 1580, 1122, 1215, 1402, 1335, 714, 144, 900, 1911, 907, 3046
#> $ books_supplies <dbl> 1600, 1600, 1200, 1000, 1129, 1608, 1103, 1715, 1046, 1137, 1792, 1898, 1500, 1791, 1792, 1764, 1792, 1898, 1500, 1898, 1898, 1600, 1792, 1636, 1660, 1818, 1900, 1899, 1200, 1200, 1200, 1200, 850, 800, 1000, 1400, 1700, 1600, 1500, 1152, 1138, 1590, 1000, 1500, 1720, 1200, 1200, 1298, 1600, 1006, 1600, 1200, 952, 1200, 1200, 1200, 1000, 1800, 1104, 900, 1400, 942, 1200, 2400, 1200, 800, 1100, 840, 1204, 1204, 1204, 1204, 950, 900, 1200, 1080, 986, 1000, 1000, 1240, 1100, 1000, 1200, 800, 1260, 1000, 1749, 1160, 1220, 1200, 1000, 1400, 1200, 2500, 1300, 1250, 1000, 800, 1200, 1280, 1000, 1006, 1100, 1000, 914, 700, 1272, 1048, 1076, 1196, 948, 1200, 900, 1000, 1200, 1200, 1150, 1000, 2300, 1400, 1200, 1344, 980, 1000, 1800, 1200, 1100, 980, 1400, 1080, 1298, 1300, 1200, 1384, 1234, 1300, 1569, 1350, 1000, 1597, 1298, 1466, 1020, 1400, 1364, 1364, 1364, 1000, 1012, 1300, 2000, 1100, 1070, 1100, 1200, 1000, 1196, 900, 1440, 778, 1224, 700, 1280, 400, 1400, 1442, 1200, 956, 1500, 1082, 1104, 1505, 2151, 1000, 1000, 1200, 1500, 800, 1216, 1234, 1030, 1150, 1248, 1100, 714, 950, 1050, 2090, 1000, 1000, 1628, 1000, 1000, 1280, 1200, 1000, 1200, 1300, 1200, 1023, 1000, 1200, 1550, 1090, 1415, 1540, 1100, 1400, 1598, 2300, 1250, 1250, 1444, 1400, 1300, 1200, 1210, 1192, 820, 1200, 1206, 662, 1216, 1050, 1000, 1200, 1000, 812, 810, 1232, 1200, 1200, 2535, 1200, 2804, 900, 1500, 825, 825, 1100, 1100, 900, 800, 1000, 1200, 800, 1200, 845, 2168, 1700, 1764, 1339, 1200
#> $ roomboard_off <dbl> 8830, 7320, 13050, 9850, 5815, 11728, 9216, 9406, 10332, 8910, 12494, 13780, 10900, 13770, 11360, 12888, 12492, 13882, 13884, 12910, 13882, 11358, 12492, 10667, 12638, 12050, 13882, 13882, 14348, 9693, 12021, 9694, 12436, 13850, 10750, 9698, 12303, 13040, 11400, 9764, 9636, 11837, 10304, 19125, 11680, 9700, 9354, 10622, 9828, 8032, 7526, 9258, 13030, 17362, 8974, 8350, 3858, 8724, 13387, 10868, 10882, 8082, 11500, 6588, 16699, 7200, 10186, 9211, 9430, 7170, 7170, 7170, 8588, 8629, 9470, 9610, 11169, 10252, 10575, 5210, 3600, 12184, 7538, 9514, 10920, 7713, 10321, 15772, 8780, 13844, 10164, 9700, 9980, 11876, 11352, 10200, 14870, 12200, 10310, 14500, 11890, 10396, 10464, 7400, 8128, 5560, 9550, 10872, 9784, 9134, 9561, 17358, 7112, 9377, 7460, 8230, 8862, 8700, 6100, 7394, 10000, 10298, 9516, 9516, 6400, 10640, 8288, 15596, 8826, 8648, 9190, 10558, 10938, 10973, 8967, 10964, 10849, 17934, 13108, 11942, 8944, 8224, 9720, 17010, 13713, 13713, 13713, 2900, 11924, 10230, 25000, 13150, 17578, 7222, 9750, 8090, 11241, 12900, 15217, 12865, 13283, 8380, 9241, 8070, 7153, 12218, 9823, 8744, 9636, 10635, 8624, 8208, 10100, 7856, 12342, 14298, 12102, 12000, 12454, 11706, 12268, 7514, 11376, 8990, 10280, 10528, 11822, 12200, 10524, 11219, 9438, 10000, 13349, 14536, 9504, 12336, 12860, 8190, 12400, 10540, 7464, 8008, 9711, 7952, 9153, 8246, 8200, 9100, 10238, 6610, 9400, 9310, 10576, 7780, 11067, 7872, 7670, 8868, 7260, 9710, 8410, 10070, 9496, 12000, 9558, 9081, 8582, 7448, 7880, 9936, 10000, 12186, 9490, 8405, 11280, 10941, 11499, 7350, 14625, 8350, 9254, 8340, 7186, 7600, 10446, 10030, 10320, 7314, 11161, 8000, 12826, 15450, 9672
#> $ oth_expense_off <dbl> 3090, 4228, 4116, 5498, 5227, 7568, 4708, 5213, 4104, 5202, 4158, 2924, 2516, 2658, 2478, 2870, 2658, 2924, 2706, 2934, 2924, 2182, 2658, 5140, 2444, 3296, 2966, 2925, 1880, 1360, 2634, 6164, 2650, 2500, 2644, 3972, 5664, 5500, 7700, 4970, 6313, 5354, 4764, 8010, 2552, 4100, 2100, 3860, 4400, 3952, 2326, 4994, 2899, 2220, 4030, 3440, 3520, 4115, 2364, 7000, 3628, 5538, 1600, 6489, 1450, 4120, 2941, 2768, 3798, 3798, 3798, 3798, 3420, 2950, 5924, 3070, 3190, 3581, 4769, 3260, 6150, 3260, 6478, 5364, 3564, 3307, 6871, 5420, 3919, 1060, 2200, 3650, 3000, 4045, 2700, 1700, 1950, 2800, 3402, 2550, 2000, 2434, 4400, 2578, 1272, 1846, 3204, 2454, 2368, 5754, 2366, 2500, 2536, 2200, 2304, 2700, 2166, 2746, 5100, 4400, 3570, 4756, 5434, 5164, 3246, 3448, 4034, 3408, 3757, 3630, 5682, 4500, 6688, 3550, 3926, 5576, 6282, 3013, 3200, 3983, 3764, 5080, 7208, 4860, 5302, 5302, 5302, 1500, 2748, 3660, 2500, 1400, 2000, 3450, 2086, 2632, 3505, 5336, 1665, 4666, 5283, 3286, 3644, 2426, 4220, 3404, 3496, 2536, 4667, 2442, 4604, 3296, 2516, 3422, 3152, 1900, 5666, 3470, 2014, 2870, 2706, 5358, 2784, 3635, 5433, 2120, 1680, 3700, 4350, 2550, 3930, 1700, 2666, 2060, 3258, 5934, 2520, 2358, 2200, 4111, 3000, 5441, 4538, 5700, 4512, 4162, 4150, 3600, 5666, 3420, 8010, 3350, 4430, 3938, 5508, 3300, 4170, 3454, 3910, 4118, 4512, 4310, 4292, 4700, 4666, 4420, 4854, 4500, 3770, 3678, 2302, 4908, 4038, 3300, 3120, 3180, 4170, 2976, 3561, 2944, 3146, 2620, 3358, 2700, 3096, 3306, 3040, 6107, 3251, 4800, 2668, 2925, 3400
#> $ tuitfee_grad_res <dbl> 9366, 8458, 10470, 19140, 7948, 11192, 11506, 9284, 8350, 5918, 16444, 8123, 7994, 7876, 8306, 7689, 7579, 7826, 7830, 7726, 7649, 7853, 8166, 12683, 8475, 8350, 7750, 8684, 42305, 11716, 45591, 8641, 15996, 18450, 13650, 11219, 5510, 17626, 17820, 8872, 9876, 11097, 11543, 19175, 9630, 10428, 9062, 5004, 9004, 10762, 5286, 6490, 16168, 17320, 8440, 8971, 10800, 8776, 19290, 9268, 16343, 8970, 19442, 7797, 18320, 13677, 14583, 7954, 9395, 7243, 7243, 7243, 10357, 9803, 16300, 10438, 9712, 8360, 6078, 10242, 12204, 12236, 12442, 10392, 13608, 11400, 7122, 11887, 7958, 51010, 8666, 20622, 7670, 8478, 8370, 27306, 49886, 10238, 7191, 20718, 29835, 5724, 25818, 16355, 7046, 15408, 13410, 21794, 16764, 16503, 14235, 12778, 7563, 17735, 17483, 8256, 11160, 24600, 7261, 6878, 7659, 9576, 7471, 10668, 8025, 19896, 5554, 49280, 5893, 6090, 5500, 5287, 15920, 16472, 24856, 12140, 17676, 18633, 21722, 13900, 4941, 4650, 38958, 45554, 10690, 10438, 10560, 23308, 32651, 27198, 30176, 21330, 42368, 13782, 12694, 12921, 13347, 12566, 35874, 17200, 20025, 7721, 7288, 5533, 7447, 11606, 7278, 7753, 7124, 10572, 7043, 5924, 7192, 8643, 9136, 42610, 14468, 9679, 13528, 12425, 9510, 14721, 13474, 8902, 8169, 15504, 30634, 14565, 15508, 11184, 10489, 10715, 14898, 35604, 14976, 16676, 13991, 25100, 7178, 12798, 14612, 8558, 9773, 9371, 10463, 9234, 11070, 9876, 12834, 9420, 6890, 19890, 31500, 5776, 8938, 16206, 6608, 6427, 7968, 6109, 8819, 11300, 5623, 26688, 7101, 7525, 6349, 6680, 6277, 7527, 17012, 13724, 10568, 10958, 13143, 11794, 20118, 23238, 16266, 7750, 7420, 9000, 9220, 8762, 11943, 11789, 5673, 4494, 2524, 3552, 8649, 7645, 8961
#> $ tuitfee_grad_nres <dbl> 17496, 14632, 26950, 19140, 15094, 21712, 24176, 19004, 19813, 10544, 16444, 17051, 16922, 16804, 17234, 16617, 16507, 16754, 16758, 16654, 16577, 16781, 17094, 27785, 17403, 17278, 16678, 17612, 42305, 25692, 45591, 12946, 37032, 18450, 13650, 24019, 11726, 17626, 17820, 28657, 24669, 24202, 26697, 19175, 9630, 21126, 24894, 15192, 24502, 26360, 14826, 17866, 37648, 17320, 22890, 8971, 10800, 13978, 19290, 16636, 25297, 16542, 19442, 14205, 18320, 13677, 30369, 12938, 24049, 16256, 16256, 16256, 27961, 20277, 16300, 23134, 9712, 16896, 13609, 10242, 12204, 28380, 25682, 15774, 13608, 16320, 16145, 28822, 14899, 51010, 25640, 20622, 19298, 15264, 13572, 27306, 49886, 10238, 8811, 20718, 29835, 5724, 25818, 29075, 10569, 15408, 13410, 43674, 32940, 33696, 29118, 12778, 7563, 26615, 26363, 12084, 11160, 24600, 17614, 6878, 16529, 24286, 17694, 26184, 8025, 19896, 10234, 49280, 20554, 14428, 19410, 19197, 29210, 21147, 24856, 17513, 17676, 30225, 21722, 19663, 15107, 10354, 38958, 45554, 19280, 19028, 19150, 23308, 32651, 27198, 30176, 21330, 42368, 13782, 24034, 24261, 24687, 23906, 35874, 17200, 20025, 20890, 20179, 16381, 19852, 28817, 20449, 21202, 19824, 25094, 19262, 16181, 17599, 20642, 14642, 42610, 26210, 16411, 30242, 32873, 17502, 25057, 22890, 13402, 22272, 15504, 30634, 22053, 22519, 16442, 15497, 10715, 20994, 35604, 21072, 22526, 20015, 25100, 13514, 27408, 27870, 15491, 23753, 23627, 19247, 23346, 11070, 25994, 31252, 21060, 6890, 19890, 31500, 13120, 18082, 16206, 13952, 13771, 16128, 13452, 17316, 21518, 13452, 26688, 22700, 14869, 7028, 6680, 19586, 23902, 40076, 32402, 21204, 19930, 25271, 26279, 20118, 23238, 28314, 13402, 17910, 23238, 18351, 17893, 25269, 24826, 14313, 4494, 6642, 3552, 17577, 16573, 31216
#> $ coa_grad_res <dbl> 22886, 21606, 28836, 35488, 20119, 32096, 26533, 25618, 23832, 21167, 34888, 26725, 22910, 26095, 23936, 25211, 24521, 26530, 25920, 25468, 26353, 22993, 25108, 30126, 25217, 25514, 26498, 27390, 59733, 23969, 61446, 25699, 31932, 35600, 28044, 26289, 25177, 37766, 38420, 24758, 26963, 29878, 27611, 47810, 25582, 25428, 21716, 20784, 24832, 23752, 16738, 21942, 33049, 38102, 22644, 21961, 19178, 23415, 36145, 28036, 32253, 23532, 33742, 23274, 37669, 25797, 28810, 20773, 23827, 19415, 19415, 19415, 23315, 22282, 32894, 24198, 25057, 23193, 22422, 19952, 23054, 28680, 27658, 26070, 29352, 23420, 26063, 34239, 21877, 67114, 22030, 35372, 21850, 26899, 23722, 40456, 67706, 26038, 22103, 39048, 44725, 19560, 41782, 27333, 17360, 23514, 27436, 36168, 29992, 32587, 27110, 33836, 18111, 30312, 28447, 20386, 23338, 37046, 20761, 20072, 22429, 25974, 23401, 26348, 19471, 35184, 18976, 69264, 19876, 19448, 21670, 21645, 34746, 32379, 38983, 29980, 36376, 40930, 39030, 31422, 18947, 19420, 56906, 68824, 31069, 30817, 30939, 28708, 48335, 42388, 59676, 36980, 63016, 25554, 25730, 24643, 29289, 31702, 54196, 35509, 39815, 20087, 21453, 16429, 20220, 28670, 21797, 19989, 22927, 24731, 21375, 18933, 21959, 20921, 25630, 60008, 33736, 25949, 29212, 28235, 25514, 28743, 28882, 22627, 24596, 29102, 45186, 32555, 31382, 25953, 25485, 23415, 31913, 53480, 28938, 35946, 30571, 36948, 22978, 28472, 26076, 23207, 25572, 24113, 25543, 23182, 24520, 23976, 30336, 21750, 25550, 33800, 47950, 18894, 26813, 28578, 19658, 19941, 19958, 21137, 22947, 26342, 20627, 44438, 22325, 22226, 20785, 19440, 18737, 22373, 30514, 32018, 26631, 23863, 30347, 26815, 37287, 34389, 35277, 20144, 20920, 20860, 20564, 20062, 26685, 25925, 20233, 18760, 19104, 18052, 25907, 27359, 23233
#> $ coa_grad_nres <dbl> 31016, 27780, 45316, 35488, 27265, 42616, 39203, 35338, 35295, 25793, 34888, 35653, 31838, 35023, 32864, 34139, 33449, 35458, 34848, 34396, 35281, 31921, 34036, 45228, 34145, 34442, 35426, 36318, 59733, 37945, 61446, 30004, 52968, 35600, 28044, 39089, 31393, 37766, 38420, 44543, 41756, 42983, 42765, 47810, 25582, 36126, 37548, 30972, 40330, 39350, 26278, 33318, 54529, 38102, 37094, 21961, 19178, 28617, 36145, 35404, 41207, 31104, 33742, 29682, 37669, 25797, 44596, 25757, 38481, 28428, 28428, 28428, 40919, 32756, 32894, 36894, 25057, 31729, 29953, 19952, 23054, 44824, 40898, 31452, 29352, 28340, 35086, 51174, 28818, 67114, 39004, 35372, 33478, 33685, 28924, 40456, 67706, 26038, 23723, 39048, 44725, 19560, 41782, 40053, 20883, 23514, 27436, 58048, 46168, 49780, 41993, 33836, 18111, 39192, 37327, 24214, 23338, 37046, 31114, 20072, 31299, 40684, 33624, 41864, 19471, 35184, 23656, 69264, 34537, 27786, 35580, 35555, 48036, 37054, 38983, 35353, 36376, 52522, 39030, 37185, 29113, 25124, 56906, 68824, 39659, 39407, 39529, 28708, 48335, 42388, 59676, 36980, 63016, 25554, 37070, 35983, 40629, 43042, 54196, 35509, 39815, 33256, 34344, 27277, 32625, 45881, 34968, 33438, 35627, 39253, 33594, 29190, 32366, 32920, 31136, 60008, 45478, 32681, 45926, 48683, 33506, 39079, 38298, 27127, 38699, 29102, 45186, 40043, 38393, 31211, 30493, 23415, 38009, 53480, 35034, 41796, 36595, 36948, 29314, 43082, 39334, 30140, 39552, 38369, 34327, 37294, 24520, 40094, 48754, 33390, 25550, 33800, 47950, 26238, 35957, 28578, 27002, 27285, 28118, 28480, 31444, 36560, 28456, 44438, 37924, 29570, 21464, 19440, 32046, 38748, 53578, 50696, 37267, 32835, 42475, 41300, 37287, 34389, 47325, 25796, 31410, 35098, 29695, 29193, 40011, 38962, 28873, 18760, 23222, 18052, 34835, 36287, 45488
# investigate data structure
# one observation per opeid6
df_socialwork %>% group_by(opeid6) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 253
# also, one observation per unitid
df_socialwork %>% group_by(unitid) %>% summarise(n_per_key=n()) %>% ungroup() %>% count(n_per_key)
#> # A tibble: 1 x 2
#> n_per_key n
#> <int> <int>
#> 1 1 253
##########
########## RUN SCRIPT THAT CREATES USER DEFINED FUNCTIONS
##########
source(file = url('https://github.com/anyone-can-cook/educ152/raw/main/scripts/user_defined_functions/create_inference_functions.R'))
Relationships between two continuous variables
Postive relationship, negative relationship, and no relationships
Relationship between X and Y is positive
Relationship between X and Y is negative
No relationship between X and Y
knowing the value of X gives you does not tell you much about the value of Y
e.g., amount of ice cream consumed and GPA
(defined as “research” or “master’s” universities by the Carnegie Classification that are
we will use the data frame df_socialwork (which combines debt/earnings data from College Scorecard and tuition/cost of attendance data from IPEDS) to run regression models of the relationship between measures of tuition/COA (X variable) and debt/earnings (Y variable) for MA programs in social work
Ways to investigate this relationship between X and Y:
Scatterplots will plot individual observations on an X and Y axis
Draw scatterplot of X (coa_grad_res) and Y (debt_all_stgp_eval_mean)
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point()Create scatterplot with “prediction” line
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Covariance measures the extent to which two variables move together….
Population covariance, denoted \(cov(X, Y)\) or \(\sigma_{XY}\)
Sample covariance, \(s_{XY}\) or \(\hat{\sigma}_{XY}\)
Estimator of population covariance
\(s_{XY}= \hat{\sigma}_{XY}=\frac{\sum_{i=1}^{n}\left(X_{i}-\bar{X} \right) \left( Y_{i}-\bar{Y} \right)}{n-1}\)
Example: Imagine we have 20 obs; \(\bar{X}=40; \bar{Y}=30\)
Observation 1: \(X_1=50; Y_1=60\)
Observation 2: \(X_1=45; Y_1=25\)
\(\hat{\sigma}_{XY}=s_{XY}\) is the sum of these 20 calculations divided by 19 (n-1)
\(\hat{\sigma}_{XY}=s_{XY}\) is positive when X and Y move in the same direction
\(\hat{\sigma}_{XY}=s_{XY}\) is negative when X and Y move in the same direction
cov(df_socialwork$coa_grad_res, df_socialwork$debt_all_stgp_eval_mean, use = 'complete.obs') # positive covariance
#> [1] 92908531Problem with sample covariance, \(s_{XY}\)
which covariance is larger?
cov(df_socialwork$coa_grad_res, df_socialwork$debt_all_stgp_eval_mean, use = 'complete.obs')
#> [1] 92908531
cov(df_socialwork$coa_grad_res, df_socialwork$earn_mdn_hi_2yr, use = 'complete.obs')
#> [1] 8431467Sample Correlation of Z and Y, \(r_{XY}\)
Sample Correlation Formula \(r_{XY}=\frac{s_{XY}}{s_X*s_Y} = \frac{\hat{\sigma}_{XY}}{\hat{\sigma}_X \hat{\sigma}_Y}\)
Sample Correlation
\(r_{XY}=\frac{s_{XY}}{s_X*s_Y} = \frac{\hat{\sigma}_{XY}}{\hat{\sigma}_X \hat{\sigma}_Y}\)
Correlations result in measures between -1 and 1
“Type” of relationship
“Strength” of relationship
Calculate correlations in R…
cor(df_socialwork$coa_grad_res, df_socialwork$debt_all_stgp_eval_mean, use = 'complete.obs')
#> [1] 0.7097568
cor(df_socialwork$coa_grad_res, df_socialwork$earn_mdn_hi_2yr, use = 'complete.obs')
#> [1] 0.1360663Problem with covariance and correlation:
Below, scatterplot of relationship between cost of attendance (X) and debt (Y) with a linear prediction line fitted
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm', formula = y ~ x + I(x^2), size = 1) Scatterplot of relationship between cost of attendance (X) and debt (Y) with a prediction line that includes X1= cost of attendance and X2 = cost of attendance squared
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=earn_mdn_hi_2yr)) + geom_point() + stat_smooth(method = 'lm', formula = y ~ x + I(x^2), size = 1)Regression analysis is a statistical method that helps us analyze and understand the relationship between 2+ variables
What is the purpose of regression in descriptive research (sometimes called “observational studies” or “predictive” studies)?
What is the purpose of regression in econometrics research (sometimes called “causal studies”)?
Regression: Models, Variables, Relationships
Bivariate regression (sometimes also called univariate, simple regression)
Multivariate regression (for econometrics/causal inference)
Population Linear Regression Model
Where:
Draw Picture
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Population Linear Regression Model
\(Y_i = \beta_0 + \beta_1X_i + u_i\)
Called the “population” linear regression model because the model uses population parameters (which we usually do not know)
In particular, above model contains two population parameters
When using regression to estimate causal relationship between \(X\) and \(Y\), the primary thing we are interested in estimating is \(\beta_1\), which can be thought of the “slope” of the relationship between X and Y
“Slope” Measures relationship between X and Y
What is the population regression coefficient, \(\beta_1\)?
\(\beta_1\) measures the average change in Y for a one-unit increase in X
In the below graph, think of \(\beta_1\) as measuring the slope of the “prediction line”
\(\beta_1 = \frac{\Delta Y}{\Delta X} = \frac{\Delta student\_debt}{\Delta cost\_of\_attendance}\)
Hypothetical Example:
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Interpretation of \(\beta_1\) (we will use this all semester!)
Some important things to remember:
If \(\beta_1\) (i.e., the relationship between X and Y) is linear, then the average change in Y for a one-unit increase in X is the same no matter the starting value of X
\(\beta_1\) measures the average effect on Y for a one-unit increase in X; this effect on an individual observation may be different than this average effect!
\(\beta_1\) is a population parameter. We hardly ever know population parameters. So we estimate \(\beta_1\) using sample data!
Population linear regression model
\(\beta_0\) is the “population intercept”
In the below graph, the line represents the “prediction line” and the population intercept \(\beta_0\) is where the prediction line would cross the Y-intercept
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Population Linear Regression Model
We sometimes deconstruct the Population Linear Regression Model into two parts:
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')Population regression line and Expected Value, E(Y)
\(u_i\) as “Error Term” or “unobserved variables”
Thinking about \(u_i\) as “Residual”
Easier to conceptually think about \(u_i\) in terms of each observation, i
Conceptually, the next step in learning about regression is understanding how we choose estimates of \(\beta_0\) and \(\beta_1\) using sample data? This step is called “estimation”
Before providing a conceptual explanation of estimation, we will teach you about running regression in R. Then, we’ll use output from these regression models to aid our conceptual explanation of estimation
lm()We use the lm() function to run linear regression models
lm() function
lm is used to fit linear models”lm(formula, data, subset, weights, na.action, method = "qr", model = TRUE, x = FALSE, y = FALSE, qr = TRUE, singular.ok = TRUE, contrasts = NULL, offset, ...)formula: “an object of class ‘formula’” that provides “a symbolic description of the model to be fitted.”
formula = y_var ~ x_var1 + x_var2+ x_var3y_var is the outcome variable and x_vars are independent variablesdata: data frame that contains variables named in formulasubset: “an optional vector specifying a subset of observations to be used in the fitting process.”na.action: “a function which indicates what should happen when the data contain NAs”
lm() function)
Run model of the relationship between cost of attendance (X) and institution-level student debt (Y)
lm() function usually doesn’t contain everything we needlm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Coefficients:
#> (Intercept) coa_grad_res
#> 13445.9395 0.9687When you run the lm() function, R creates an object that contains lots of information about the model we run. We can store this object by assigning it a name using <-
# create object
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
# simple print of mod1 object
mod1
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Coefficients:
#> (Intercept) coa_grad_res
#> 13445.9395 0.9687Let’s investigate the contents of the mod1 object using the str() function
mod1 is a “list”; data frames are also listmod1 is a list of 13 elements
mod1 is a “named list”mod1 using the syntax: object_name$element_name
dataframe_name$variable_name!mod1 is named “coefficients”, so we could refer to this element by typing mod1$coefficients:
# investigate contents of mod1 object using str() function
mod1 %>% str()
#> List of 12
#> $ coefficients : Named num [1:2] 13445.94 0.969
#> ..- attr(*, "names")= chr [1:2] "(Intercept)" "coa_grad_res"
#> $ residuals : Named num [1:253] 16173 3626 -8549 1455 -2863 ...
#> ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..- attr(*, "names")= chr [1:253] "1" "2" "3" "4" ...
#> $ effects : Named num [1:253] -653487 150598 -9495 619 -3953 ...
#> ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..- attr(*, "names")= chr [1:253] "(Intercept)" "coa_grad_res" "" "" ...
#> $ rank : int 2
#> $ fitted.values: Named num [1:253] 35615 34375 41379 47823 32935 ...
#> ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..- attr(*, "names")= chr [1:253] "1" "2" "3" "4" ...
#> $ assign : int [1:2] 0 1
#> $ qr :List of 5
#> ..$ qr : num [1:253, 1:2] -15.906 0.0629 0.0629 0.0629 0.0629 ...
#> .. ..- attr(*, "dimnames")=List of 2
#> .. .. ..$ : chr [1:253] "1" "2" "3" "4" ...
#> .. .. ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> .. ..- attr(*, "assign")= int [1:2] 0 1
#> ..$ qraux: num [1:2] 1.06 1.04
#> ..$ pivot: int [1:2] 1 2
#> ..$ tol : num 0.0000001
#> ..$ rank : int 2
#> ..- attr(*, "class")= chr "qr"
#> $ df.residual : int 251
#> $ xlevels : Named list()
#> $ call : language lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#> $ terms :Classes 'terms', 'formula' language debt_all_stgp_eval_mean ~ coa_grad_res
#> .. ..- attr(*, "variables")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. ..- attr(*, "factors")= int [1:2, 1] 0 1
#> .. .. ..- attr(*, "dimnames")=List of 2
#> .. .. .. ..$ : chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> .. .. .. ..$ : chr "coa_grad_res"
#> .. ..- attr(*, "term.labels")= chr "coa_grad_res"
#> .. ..- attr(*, "order")= int 1
#> .. ..- attr(*, "intercept")= int 1
#> .. ..- attr(*, "response")= int 1
#> .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
#> .. ..- attr(*, "predvars")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. ..- attr(*, "dataClasses")= Named chr [1:2] "numeric" "numeric"
#> .. .. ..- attr(*, "names")= chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> $ model :'data.frame': 253 obs. of 2 variables:
#> ..$ debt_all_stgp_eval_mean: num [1:253] 51788 38001 32830 49278 30072 ...
#> .. ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..$ coa_grad_res : num [1:253] 22886 21606 28836 35488 20119 ...
#> .. ..- attr(*, "label")= chr "graduate, full-time, state resident COA; == tuition + fees + (ug) books/supplies + (ug) off-campus room and boa"| __truncated__
#> ..- attr(*, "terms")=Classes 'terms', 'formula' language debt_all_stgp_eval_mean ~ coa_grad_res
#> .. .. ..- attr(*, "variables")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. .. ..- attr(*, "factors")= int [1:2, 1] 0 1
#> .. .. .. ..- attr(*, "dimnames")=List of 2
#> .. .. .. .. ..$ : chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> .. .. .. .. ..$ : chr "coa_grad_res"
#> .. .. ..- attr(*, "term.labels")= chr "coa_grad_res"
#> .. .. ..- attr(*, "order")= int 1
#> .. .. ..- attr(*, "intercept")= int 1
#> .. .. ..- attr(*, "response")= int 1
#> .. .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
#> .. .. ..- attr(*, "predvars")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. .. ..- attr(*, "dataClasses")= Named chr [1:2] "numeric" "numeric"
#> .. .. .. ..- attr(*, "names")= chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> - attr(*, "class")= chr "lm"Let’s play around with the element named coefficients within the object mod1 using the syntax object_name$element_name
# names of elements in object mod1
names(mod1)
#> [1] "coefficients" "residuals" "effects" "rank" "fitted.values" "assign" "qr" "df.residual" "xlevels" "call" "terms" "model"
# mod1$coefficients
#print element
mod1$coefficients
#> (Intercept) coa_grad_res
#> 13445.9395041 0.9686902
#investigate structure of element
# a (named) numeric vector
mod1$coefficients %>% str()
#> Named num [1:2] 13445.94 0.969
#> - attr(*, "names")= chr [1:2] "(Intercept)" "coa_grad_res"
str(mod1$coefficients) # same same
#> Named num [1:2] 13445.94 0.969
#> - attr(*, "names")= chr [1:2] "(Intercept)" "coa_grad_res"
# names of element
mod1$coefficients %>% names()
#> [1] "(Intercept)" "coa_grad_res"
names(mod1$coefficients) # same same
#> [1] "(Intercept)" "coa_grad_res"
# length of element
mod1$coefficients %>% length()
#> [1] 2
length(mod1$coefficients) # same same
#> [1] 2
# so the mod1$coefficients is an object itself; it is a numeric vector of length=2
# print the first element of mod1$coefficients
mod1$coefficients[1]
#> (Intercept)
#> 13445.94
# print the second element of mod1$coefficients
mod1$coefficients[2]
#> coa_grad_res
#> 0.9686902A key takeaway from above code chunk
mod1$coefficients[1]
mod1$coefficients[2]
summary() functionUse the summary() after use running lm() to produce easier-to-read summary of regression results
summary() function
summary(object, ...)summary(object = mod1)summary(mod1)summary() function)
Run summary() function after running regression using lm()
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
# priting output from summary(mod1)
#summary(object = mod1)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022Using str() to investigate object created by summary() function
summary(mod1) is a “list”;
mod1 is also a listsummary(mod1) is a list of 12 elements
summary(mod1) is a “named list”summary(mod1) using the syntax: object_name$element_name
summary(mod1)$coefficients# investigating object created by summary(mod1)
summary(mod1) %>% str()
#> List of 11
#> $ call : language lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#> $ terms :Classes 'terms', 'formula' language debt_all_stgp_eval_mean ~ coa_grad_res
#> .. ..- attr(*, "variables")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. ..- attr(*, "factors")= int [1:2, 1] 0 1
#> .. .. ..- attr(*, "dimnames")=List of 2
#> .. .. .. ..$ : chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> .. .. .. ..$ : chr "coa_grad_res"
#> .. ..- attr(*, "term.labels")= chr "coa_grad_res"
#> .. ..- attr(*, "order")= int 1
#> .. ..- attr(*, "intercept")= int 1
#> .. ..- attr(*, "response")= int 1
#> .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
#> .. ..- attr(*, "predvars")= language list(debt_all_stgp_eval_mean, coa_grad_res)
#> .. ..- attr(*, "dataClasses")= Named chr [1:2] "numeric" "numeric"
#> .. .. ..- attr(*, "names")= chr [1:2] "debt_all_stgp_eval_mean" "coa_grad_res"
#> $ residuals : Named num [1:253] 16173 3626 -8549 1455 -2863 ...
#> ..- attr(*, "label")= chr "Average Stafford and Grad PLUS loan debt disbursed at this institution"
#> ..- attr(*, "names")= chr [1:253] "1" "2" "3" "4" ...
#> $ coefficients : num [1:2, 1:4] 13445.9395 0.9687 1830.249 0.0607 7.3465 ...
#> ..- attr(*, "dimnames")=List of 2
#> .. ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> .. ..$ : chr [1:4] "Estimate" "Std. Error" "t value" "Pr(>|t|)"
#> $ aliased : Named logi [1:2] FALSE FALSE
#> ..- attr(*, "names")= chr [1:2] "(Intercept)" "coa_grad_res"
#> $ sigma : num 9435
#> $ df : int [1:3] 2 251 2
#> $ r.squared : num 0.504
#> $ adj.r.squared: num 0.502
#> $ fstatistic : Named num [1:3] 255 1 251
#> ..- attr(*, "names")= chr [1:3] "value" "numdf" "dendf"
#> $ cov.unscaled : num [1:2, 1:2] 0.0376335913301 -0.0000011804756 -0.0000011804756 0.0000000000414
#> ..- attr(*, "dimnames")=List of 2
#> .. ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> .. ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> - attr(*, "class")= chr "summary.lm"
summary(mod1)$coefficients
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.9395041 1830.24898197 7.346508 0.0000000000028486699404211586287546661422066086
#> coa_grad_res 0.9686902 0.06068575 15.962400 0.0000000000000000000000000000000000000004558158
summary(mod1)$coefficients %>% str()
#> num [1:2, 1:4] 13445.9395 0.9687 1830.249 0.0607 7.3465 ...
#> - attr(*, "dimnames")=List of 2
#> ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> ..$ : chr [1:4] "Estimate" "Std. Error" "t value" "Pr(>|t|)"Grabbing individual elements from summary(mod1)$coefficients
summary(mod1)$coefficients[<row_num>,<col_num]
summary(mod1)$coefficients[2,1] to print estimate of \(\beta_1\)# the element "coefficients" created by summary() is a "matrix"
summary(mod1)$coefficients %>% class()
#> [1] "matrix" "array"
# more specifically, it is a 2 X 4 matrix, that is a matrix with 2 rows and 4 columns
summary(mod1)$coefficients %>% str()
#> num [1:2, 1:4] 13445.9395 0.9687 1830.249 0.0607 7.3465 ...
#> - attr(*, "dimnames")=List of 2
#> ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> ..$ : chr [1:4] "Estimate" "Std. Error" "t value" "Pr(>|t|)"
# we can grab an individual cell within the matrix using this syntax:
# summary(mod1)$coefficients[<row_num>,<col_num]
summary(mod1)$coefficients[2,1] # this is the estimate for Beta_1
#> [1] 0.9686902General things we do in regression analysis
Step 1 of regression is to estimate parameters of the population linear regression model
Goal of estimation: use sample data to estimate population parameters:
Review of terms
Estimation problem:
We faced a similar estimation problem when we were trying to estimate population mean, \(\mu_Y\)!
How did statisticians decide that \(\bar{Y}= \frac{\sum_{i=1}^{n} Y_i}{n}\) was “best” estimate of \(\mu_Y\)? What criteria to make this decision?:
imagine that \(m\) is all potential estimates for \(\mu_Y\)
Criteria statisticians used to decide which \(m\) is the “best” estimate of \(\mu_Y\):
Below, we graph scatterplot of cost of attendance (X) and institution-level student debt (Y axis), and add a horizontal line for the mean value of institution-level student debt, \(\bar{Y}=\) 41084
#df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() + stat_smooth(method = 'lm')
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() +
geom_hline(yintercept=mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE), linetype="dashed", color = "red")Population linear regression model
The estimation problem in regression
First some terminology:
Criteria for choosing “best” estimate of \(\hat{\beta_0}\) and \(\hat{\beta_1}\)
Sum of squared residuals (or sometimes called “sum of squared errors”):
\(\sum_{i=1}^{n}\) \((Y_i - \hat{Y_i})^2\)
\(\sum_{i=1}^{n}\) \((Y_i - (\hat{\beta_0} + \hat{\beta_1}X_i))^2\)
\(\sum_{i=1}^{n}\) \((u_i)^2\)
Conceptual explanation for use “sum of squared residuals” as the criteria for choosing values for \(\hat{\beta_0}\) and \(\hat{\beta_1}\)
Scatterplot of cost of attendance (X) and institution-level student debt (Y)
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() +
stat_smooth(method = 'lm') +
geom_hline(yintercept=mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE), linetype="dashed", color = "red")Ordinary Least Squares (OLS) Estimator is a linear method for estimating parameters in a linear regression model based on the sum of squared errors criterion
RQ: What is the effect of cost of attendance (X) on institution-level student debt (Y)?
Population Linear Regression Model
OLS Prediction Line or “OLS Regression Line” (based on sample data)
Let’s run regression in R using lm() to calculate values for point estimates \(\hat{\beta_0}\) and \(\hat{\beta_1}\)
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
summary(mod1)$coefficients %>% class()
#> [1] "matrix" "array"
# more specifically, it is a 2 X 4 matrix, that is a matrix with 2 rows and 4 columns
summary(mod1)$coefficients %>% str()
#> num [1:2, 1:4] 13445.9395 0.9687 1830.249 0.0607 7.3465 ...
#> - attr(*, "dimnames")=List of 2
#> ..$ : chr [1:2] "(Intercept)" "coa_grad_res"
#> ..$ : chr [1:4] "Estimate" "Std. Error" "t value" "Pr(>|t|)"
# we can grab an individual cell within the matrix using this syntax:
# summary(mod1)$coefficients[<row_num>,<col_num]
summary(mod1)$coefficients[1,1] # row 1, column 1; this is the estimate for Beta_0
#> [1] 13445.94
summary(mod1)$coefficients[2,1] # row 2, column 1; this is the estimate for Beta_1
#> [1] 0.9686902When we run a regression model, write out regression models like this (we will be doing this the rest of the quarter):
Once you write it out like this, easy to answer questions about your regression model
Predict the the expected value institution-level student debt at a university where annual cost of attendance is $20,000? That is, what is \(E(\hat{Y_i}|X=20,000)\)?
Predict the the expected value value of institution-level student debt at a university where annual cost of attendance is $50,000? That is, what is \(E(\hat{Y_i}|X=50,000)\)?
Interpreting \(\hat{\beta_0}\) and \(\hat{\beta_1}\) in words
0 is 13445.94Introducing, \(R^2\), “the coefficient of determination”
Reminder of where we left off:
In the summary of the regression output below, notice the following:
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
#summary(mod1) %>% str() # show structure of object created by summary(mod1)
# print r-squared using syntax object_name$element_name
summary(mod1)$r.squared
#> [1] 0.5037547What does \(R^2\) measure?
Looking at the below scatterplot of cost of attendance (\(X\)) and institution-level debt(\(Y\)); with mean value of debt as horizontal dotted line and OLS prediction line as solid blue line
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() +
stat_smooth(method = 'lm') +
geom_hline(yintercept=mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE), linetype="dashed", color = "red")Interpreting \(R^2\)
Formula for \(R^2\)
\(R^2 = \frac{\text{variance in Y that is explained by X}}{\text{total variance in Y}} = \frac{\text{Explained Sum of Squares}}{\text{Total Sum of Squares}} = \frac{ESS}{TSS}\)
OR
\(R^2 = 1- \frac{\text{variance in Y that not explained explained by X}}{\text{total variance in Y}} = 1- \frac{\text{Sum of Squared Residuals}}{\text{Total Sum of Squares}} = 1- \frac{SSR}{TSS}\)
Components of \(R^2\)
\(TSS = ESS + SSR\)
df_socialwork %>% ggplot(aes(x=coa_grad_res, y=debt_all_stgp_eval_mean)) + geom_point() +
stat_smooth(method = 'lm') +
geom_hline(yintercept=mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE), linetype="dashed", color = "red")Calculating \(\bar{Y}\), \(\hat{Y}_i\), and \(\hat{u}_i\)
#summary(mod1) %>% str()
# mean value of y for each i
ybar_i <- mean(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE)
# predicted values for each y_i
yhat_i <- summary(mod1)$coefficients[1,1] + summary(mod1)$coefficients[2,1]*df_socialwork$coa_grad_res
# residual for each Y_i
u_i <- df_socialwork$debt_all_stgp_eval_mean - yhat_iCalculating TSS, ESS, and SSR
# total sum of squares (TSS)
tss <- sum((df_socialwork$debt_all_stgp_eval_mean - ybar_i)^2, na.rm = TRUE)
tss
#> [1] 45021707772
# Explained sum of squares (ESS)
ess <- sum((yhat_i - ybar_i)^2, na.rm = TRUE)
ess
#> [1] 22679895162
# Sum of squared residuals (SSR)
ssr <- sum((df_socialwork$debt_all_stgp_eval_mean - yhat_i)^2, na.rm = TRUE)
ssr
#> [1] 22341812610
# or calculate this way, based on u_i
sum(u_i^2)
#> [1] 22341812610Calculating \(R^2\)
\(R^2\) as ESS/TSS
# calculating R^2 as ESS/TSS
#sum((yhat_i - ybar_i)^2, na.rm = TRUE)/sum((df_socialwork$debt_all_stgp_eval_mean - ybar_i)^2, na.rm = TRUE)
ess/tss
#> [1] 0.5037547OR
\(R^2\) as 1 - SSR/TSS
# calculating R^2 as (1- SSR/TSS)
#1 - sum((df_socialwork$debt_all_stgp_eval_mean - yhat_i)^2, na.rm = TRUE)/sum((df_socialwork$debt_all_stgp_eval_mean - ybar_i)^2, na.rm = TRUE)
1 - ssr/tss
#> [1] 0.5037547
\(R^2 = \frac{\text{variance in Y that is explained by X}}{\text{total variance in Y}} = \frac{ESS}{TSS}=\)
Note that in R:
summary() will only give you the \(R^2\)anova() will give you ESS and SSR (but not TSS)
Using summary() to calculate \(R^2\)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
Using anova() to calculate \(R^2\)
anova(mod1)
#> # A tibble: 2 x 5
#> Df `Sum Sq` `Mean Sq` `F value` `Pr(>F)`
#> <int> <dbl> <dbl> <dbl> <dbl>
#> 1 1 22679895162. 22679895162. 255. 4.56e-40
#> 2 251 22341812610. 89011206. NA NA
anova(mod1) %>% str()
#> Classes 'anova' and 'data.frame': 2 obs. of 5 variables:
#> $ Df : int 1 251
#> $ Sum Sq : num 22679895162 22341812610
#> $ Mean Sq: num 22679895162 89011206
#> $ F value: num 255 NA
#> $ Pr(>F) : num 0.000000000000000000000000000000000000000456 NA
#> - attr(*, "heading")= chr [1:2] "Analysis of Variance Table\n" "Response: debt_all_stgp_eval_mean"
# this 2-element vector contains ESS and SSR
anova(mod1)$"Sum Sq"
#> [1] 22679895162 22341812610
# ESS
anova(mod1)$"Sum Sq"[1]
#> [1] 22679895162
# SSR
anova(mod1)$"Sum Sq"[2]
#> [1] 22341812610
# TSS
anova(mod1)$"Sum Sq"[1] + anova(mod1)$"Sum Sq"[2]
#> [1] 45021707772
# R squared
anova(mod1)$"Sum Sq"[1]/(anova(mod1)$"Sum Sq"[1] + anova(mod1)$"Sum Sq"[2])
#> [1] 0.5037547Student Exercise #1
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
coa_grad_researn_mdn_hi_2yrmod2)summary(mod2):
anova(mod2):
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
mod2)summary(mod2):
anova(mod2):
mod2 <- lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
summary(mod2)
#>
#> Call:
#> lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25269.1 -3206.9 -618.3 2606.2 27027.8
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 42957.23208 1241.04364 34.614 <0.0000000000000002 ***
#> coa_grad_res 0.08525 0.04084 2.087 0.0379 *
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 6186 on 231 degrees of freedom
#> (20 observations deleted due to missingness)
#> Multiple R-squared: 0.01851, Adjusted R-squared: 0.01427
#> F-statistic: 4.357 on 1 and 231 DF, p-value: 0.03794
anova(mod2)
#> # A tibble: 2 x 5
#> Df `Sum Sq` `Mean Sq` `F value` `Pr(>F)`
#> <int> <dbl> <dbl> <dbl> <dbl>
#> 1 1 166755675. 166755675. 4.36 0.0379
#> 2 231 8840224276. 38269369. NA NA
anova(mod2)$"Sum Sq"[1] / (anova(mod2)$"Sum Sq"[1] + anova(mod2)$"Sum Sq"[2])
#> [1] 0.01851405Sample standard Error of the Regression (SER), denoted SER or \(\hat{\sigma}_{\hat{u}}\) or \(s_{\hat{u}}\)
Comparison of sample standard deviation \(\hat{\sigma}_{Y}\) and SER
Formula for SER
SER is called “Residual Standard Error” in output of summary()
object_name$element_name, SER can be referenced by: summary(mod1)$sigmamod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
# this syntax references SER
summary(mod1)$sigma
#> [1] 9434.575Calculating SER
\(SER = \sqrt{\frac{SSR}{n-2}}= \sqrt{ \frac {\sum_{i=1}^{n} ({Y_{i} -\hat{Y})^2}} {n-2} } = \sqrt{ \frac {\sum_{i=1}^{n} (\hat{u_{i}})^2} {n-2}}\)
can calculate SER using output from anova() function, which provides SSR
anova(mod1)$"Sum Sq"[2]anova(mod1)$Df[2]sqrt( (22,341,812,610)/(251) ) = 9434.5750099anova(mod1)
#> # A tibble: 2 x 5
#> Df `Sum Sq` `Mean Sq` `F value` `Pr(>F)`
#> <int> <dbl> <dbl> <dbl> <dbl>
#> 1 1 22679895162. 22679895162. 255. 4.56e-40
#> 2 251 22341812610. 89011206. NA NA
# Sum of squared residuals
anova(mod1)$"Sum Sq"[2]
#> [1] 22341812610
# denominator of SER is DF of sum of squared residuals
anova(mod1)$Df[2]
#> [1] 251
# SER
sqrt(anova(mod1)$"Sum Sq"[2]/anova(mod1)$Df[2])
#> [1] 9434.575
#format(round(sqrt(anova(mod1)$"Sum Sq"[2]/anova(mod1)$Df[2]), digits=4),big.mark = ',')Interpreting SER
Recall we have:
\(SER = \sqrt{\frac{SSR}{n-2}}=\) 9,435
Comparison of SER to sample standard deviation of \(Y\), \(\hat{\sigma}_Y\)
# standard deviation of Y
sd(df_socialwork$debt_all_stgp_eval_mean, na.rm = TRUE)
#> [1] 13366.28
# Standard error of the regression
summary(mod1)$sigma
#> [1] 9434.575Comments on SER and \(R^2\)
\(R^2\)
\(SER\)
Econometrics Research & Model Fit
Student Exercise #2
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
coa_grad_researn_mdn_hi_2yrmod2)summary(mod2):
anova(mod2):
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
summary(mod2):
anova(mod2):
mod2 <- lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
summary(mod2)
#>
#> Call:
#> lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25269.1 -3206.9 -618.3 2606.2 27027.8
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 42957.23208 1241.04364 34.614 <0.0000000000000002 ***
#> coa_grad_res 0.08525 0.04084 2.087 0.0379 *
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 6186 on 231 degrees of freedom
#> (20 observations deleted due to missingness)
#> Multiple R-squared: 0.01851, Adjusted R-squared: 0.01427
#> F-statistic: 4.357 on 1 and 231 DF, p-value: 0.03794
anova(mod2)
#> # A tibble: 2 x 5
#> Df `Sum Sq` `Mean Sq` `F value` `Pr(>F)`
#> <int> <dbl> <dbl> <dbl> <dbl>
#> 1 1 166755675. 166755675. 4.36 0.0379
#> 2 231 8840224276. 38269369. NA NA
#square root of sum of squared residuals divided by degress of freedom
sqrt(anova(mod2)$"Sum Sq"[2]/anova(mod2)$Df[2])
#> [1] 6186.224
#or
summary(mod2)$sigma
#> [1] 6186.224This section teaches how to test hypotheses about \(\beta_1\) using the point estimate \(\hat{\beta_1}\), which you calculate from R
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022Research question and models
Looking above, it seems like the interpretation of \(\beta_1\) – “the average change in the value of \(Y\) associated with a one-unit increase in \(X\)” – is the answer to our primary research question
- The fundamental goal of causal inference research is to make statements about \(\beta_1\) - in causal inference research we specify our research question using the form "What is the effect of \(X\) on \(Y\); - and \(\beta_1\) represents the relationship between (a one-unit change in) \(X\) and \(Y\)
But \(\beta_1\) is a population parameter. We usually don’t know it. For two reasons:
Let’s put aside the causal/experimental concern for now and focus on the first problem: we want to make statements about \(\beta_1\) but \(\beta_1\) is a population parameter and we only have data from a single random sample. so what do we do?:
We always test the same hypothesis about \(\beta_1\)
0; that is, there is no relationship \(X\) and \(Y\)Why this hypothesis?
Recall that we followed these five steps when testing hypotheses about \(\mu_Y\) and when testing hypotheses about whether the population means of two groups are equal to one another (e.g., \(\mu_{treatment}=\mu_{control}\)):
When testing hypotheses about \(\beta_1\), we follow these same five steps!
For now, we’ll state the following assumptions as necessary to test hypotheses about \(\beta_1\):
Testing hypotheses about \(\beta_1\) requires more assumptions; we’ll introduce these later
Note: in our example, relationship between cost of attendance (\(X\)) and student debt (\(Y\)) for MA in social work programs, we our pretending that our sample is a random sample from the population of all MA in social work programs. But we definitely don’t have a random sample because systematically drop MA in social programs with modest enrollment
RQ: What is the relationship between cost of attendance (\(X\)) on institution-level student debt (\(Y\))?
Good to set alpha level (rejection region) at the same time we specify null and alternative hypotheses
.05Note: We almost always test two-sided hypotheses about regression coefficients
After calculating the OLS estimate \(\hat{\beta}_1\), we can calculate a test statistic, \(t\), that will provide evidence necessary to make a decision about rejecting \(H_0\) or not
Recall the general formula for (any) test statistic
Test statistic for testing hypothesis about \(\beta_1\)
Calculating \(t\) for our RQ: relationship between cost of attendance (\(X\)) and institution-level debt (\(Y\))
Based on output from below regression model
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
summary(mod1)
#>
#> Call:
#> lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
#>
#> Residuals:
#> Min 1Q Median 3Q Max
#> -25799 -5991 -926 5357 42453
#>
#> Coefficients:
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.93950 1830.24898 7.347 0.00000000000285 ***
#> coa_grad_res 0.96869 0.06069 15.962 < 0.0000000000000002 ***
#> ---
#> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#>
#> Residual standard error: 9435 on 251 degrees of freedom
#> Multiple R-squared: 0.5038, Adjusted R-squared: 0.5018
#> F-statistic: 254.8 on 1 and 251 DF, p-value: < 0.00000000000000022
# printing output from the element named coefficients
summary(mod1)$coefficients
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 13445.9395041 1830.24898197 7.346508 0.0000000000028486699404211586287546661422066086
#> coa_grad_res 0.9686902 0.06068575 15.962400 0.0000000000000000000000000000000000000004558158Conceptually, test statistic for \(H_0: \beta_1 =0\) is the same as test statistic about the value of a single population mean, \(\mu_Y\), and is as follows:
We calculate the test statistic under the assumption that \(H_0: \beta_1 =0\) is true
We draw the hypothetical sampling distribution of \(\hat{\beta}_1\) centered at \(H_0: \beta_1 =0\)
We plot our point estimate \(\hat{\beta}_1\) from our single random sample on the sampling distribution of \(\hat{\beta}_1\) centered at \(H_0: \beta_1 =0\)
Below, we plot the sampling distribution associated with \(H_0: \beta_1 =0\)
# the right regression equation
mod1 <- lm(formula = debt_all_stgp_eval_mean ~ coa_grad_res, data = df_socialwork)
# this function must be modified to be able to test a hypothesis about an individual regression coefficient
plot_t_distribution(data_df = df_socialwork, data_var = 'debt_all_stgp_eval_mean',group_var = 'control', group_cat = c(2, 1), shade_pval = F, stacked = T)
p-value
Above, we chose an alpha level of \(\alpha= 0.05\); so if our observed p-value is less than .05, then we reject \(H_0: \beta_1 = 0\)
And because two-sided alternative hypotheses are at least as conservative as one-sided alternative hypotheses, we can also conclude that \(\beta_1 \gt 0\)
Our estimate \(\hat{\beta}_1\) = 0.97 can be interpreted as follows:
Anytime we talk about hypothesis testing, we are using estimates from one random sample to make statements about population parameters
Standard error (SE) tells us how far away (on average) an estimate is likely to be from population parameter
When is SE(\(\hat{\beta_1}\)) likely to be low?
Below, the number of black and blue dots is the same. Using which sample would you get a more accurate regression line?
RQ1: What is the relationship between cost of attendance (X) and earnings (Y) (2 year after graduation)?
Write out the null and alternative hypotheses for \(\beta_1\)
Run regression in R
coa_grad_researn_mdn_hi_2yrBased on regression output in Q2 and t-statistic formula, show why t=2.087 for \(\hat{\beta_1}\)
Draw sampling distribution of \(\hat{\beta_1}\) assuming \(H_0\) is true. Label the following:
mod2 <- lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork) summary(mod2)mod2 <- lm(formula = earn_mdn_hi_2yr ~ coa_grad_res, data = df_socialwork)
summary(mod2)$coefficients
#> Estimate Std. Error t value Pr(>|t|)
#> (Intercept) 42957.23207812 1241.04363768 34.613797 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000002210637
#> coa_grad_res 0.08524904 0.04083898 2.087443 0.037944420710803221374884941496929968707263469696044921875000000000000000000000000000000000000000000t = \(\frac {\hat{\beta_1}- \beta_1,0} {SE(\hat{\beta_1})}\) =\(\frac {0.08524904 - 0} {0.04083898}\) = 2.087443
text
text
text # References